
(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)) (/ (* 2.0 c) (+ (- b) t_0)))))
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 = (2.0 * c) / (-b + t_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) :: 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 = (2.0d0 * c) / (-b + t_0)
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 = (2.0 * c) / (-b + t_0);
}
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 = (2.0 * c) / (-b + t_0) 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(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); 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 = (2.0 * c) / (-b + t_0); 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[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $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{\left(-b\right) - t\_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_0}\\
\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) (/ (- (- b) t_0) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) t_0)))))
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 = (2.0 * c) / (-b + t_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) :: 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 = (2.0d0 * c) / (-b + t_0)
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 = (2.0 * c) / (-b + t_0);
}
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 = (2.0 * c) / (-b + t_0) 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(Float64(2.0 * c) / Float64(Float64(-b) + t_0)); 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 = (2.0 * c) / (-b + t_0); 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[((-b) - t$95$0), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + t$95$0), $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{\left(-b\right) - t\_0}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + t\_0}\\
\end{array}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* c a) -4.0 (* b b))))
(t_1 (* (* (/ (/ c b) b) a) -2.0))
(t_2 (fma (/ b a) -1.0 (/ c b))))
(if (<= b -4e+123)
(if (>= b 0.0)
t_2
(/ (* 2.0 c) (/ (* (- (pow t_1 2.0) 4.0) (- b)) (- t_1 2.0))))
(if (<= b 2e+84)
(if (>= b 0.0) (* (/ (+ t_0 b) a) -0.5) (/ (* 2.0 c) (- t_0 b)))
(if (>= b 0.0)
t_2
(/ (* 2.0 c) (* (fma (* a (/ c (* b b))) -2.0 2.0) (- b))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((c * a), -4.0, (b * b)));
double t_1 = (((c / b) / b) * a) * -2.0;
double t_2 = fma((b / a), -1.0, (c / b));
double tmp_1;
if (b <= -4e+123) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = t_2;
} else {
tmp_2 = (2.0 * c) / (((pow(t_1, 2.0) - 4.0) * -b) / (t_1 - 2.0));
}
tmp_1 = tmp_2;
} else if (b <= 2e+84) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = ((t_0 + b) / a) * -0.5;
} else {
tmp_3 = (2.0 * c) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = t_2;
} else {
tmp_1 = (2.0 * c) / (fma((a * (c / (b * b))), -2.0, 2.0) * -b);
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(c * a), -4.0, Float64(b * b))) t_1 = Float64(Float64(Float64(Float64(c / b) / b) * a) * -2.0) t_2 = fma(Float64(b / a), -1.0, Float64(c / b)) tmp_1 = 0.0 if (b <= -4e+123) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = t_2; else tmp_2 = Float64(Float64(2.0 * c) / Float64(Float64(Float64((t_1 ^ 2.0) - 4.0) * Float64(-b)) / Float64(t_1 - 2.0))); end tmp_1 = tmp_2; elseif (b <= 2e+84) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(t_0 + b) / a) * -0.5); else tmp_3 = Float64(Float64(2.0 * c) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = t_2; else tmp_1 = Float64(Float64(2.0 * c) / Float64(fma(Float64(a * Float64(c / Float64(b * b))), -2.0, 2.0) * Float64(-b))); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(c / b), $MachinePrecision] / b), $MachinePrecision] * a), $MachinePrecision] * -2.0), $MachinePrecision]}, Block[{t$95$2 = N[(N[(b / a), $MachinePrecision] * -1.0 + N[(c / b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -4e+123], If[GreaterEqual[b, 0.0], t$95$2, N[(N[(2.0 * c), $MachinePrecision] / N[(N[(N[(N[Power[t$95$1, 2.0], $MachinePrecision] - 4.0), $MachinePrecision] * (-b)), $MachinePrecision] / N[(t$95$1 - 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 2e+84], If[GreaterEqual[b, 0.0], N[(N[(N[(t$95$0 + b), $MachinePrecision] / a), $MachinePrecision] * -0.5), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$2, N[(N[(2.0 * c), $MachinePrecision] / N[(N[(N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * -2.0 + 2.0), $MachinePrecision] * (-b)), $MachinePrecision]), $MachinePrecision]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}\\
t_1 := \left(\frac{\frac{c}{b}}{b} \cdot a\right) \cdot -2\\
t_2 := \mathsf{fma}\left(\frac{b}{a}, -1, \frac{c}{b}\right)\\
\mathbf{if}\;b \leq -4 \cdot 10^{+123}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;t\_2\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\frac{\left({t\_1}^{2} - 4\right) \cdot \left(-b\right)}{t\_1 - 2}}\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+84}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{t\_0 + b}{a} \cdot -0.5\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t\_2\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(a \cdot \frac{c}{b \cdot b}, -2, 2\right) \cdot \left(-b\right)}\\
\end{array}
\end{array}
if b < -3.99999999999999991e123Initial program 44.6%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6444.6
Applied rewrites44.6%
Taylor expanded in b around -inf
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f6495.3
Applied rewrites95.3%
Applied rewrites95.6%
if -3.99999999999999991e123 < b < 2.00000000000000012e84Initial program 83.9%
Taylor expanded in a around 0
Applied rewrites83.9%
if 2.00000000000000012e84 < b Initial program 52.7%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6498.5
Applied rewrites98.5%
Taylor expanded in b around -inf
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f6498.5
Applied rewrites98.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* c a) -4.0 (* b b)))))
(if (<= b -13500.0)
(if (>= b 0.0) (/ c b) (/ (* 2.0 c) (+ (- b) (- b))))
(if (<= b 2e+84)
(if (>= b 0.0) (* (/ (+ t_0 b) a) -0.5) (/ (* 2.0 c) (- t_0 b)))
(if (>= b 0.0)
(fma (/ b a) -1.0 (/ c b))
(/ (* 2.0 c) (* (fma (* a (/ c (* b b))) -2.0 2.0) (- b))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((c * a), -4.0, (b * b)));
double tmp_1;
if (b <= -13500.0) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = (2.0 * c) / (-b + -b);
}
tmp_1 = tmp_2;
} else if (b <= 2e+84) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = ((t_0 + b) / a) * -0.5;
} else {
tmp_3 = (2.0 * c) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = fma((b / a), -1.0, (c / b));
} else {
tmp_1 = (2.0 * c) / (fma((a * (c / (b * b))), -2.0, 2.0) * -b);
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(c * a), -4.0, Float64(b * b))) tmp_1 = 0.0 if (b <= -13500.0) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + Float64(-b))); end tmp_1 = tmp_2; elseif (b <= 2e+84) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(t_0 + b) / a) * -0.5); else tmp_3 = Float64(Float64(2.0 * c) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = fma(Float64(b / a), -1.0, Float64(c / b)); else tmp_1 = Float64(Float64(2.0 * c) / Float64(fma(Float64(a * Float64(c / Float64(b * b))), -2.0, 2.0) * Float64(-b))); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -13500.0], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + (-b)), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 2e+84], If[GreaterEqual[b, 0.0], N[(N[(N[(t$95$0 + b), $MachinePrecision] / a), $MachinePrecision] * -0.5), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(b / a), $MachinePrecision] * -1.0 + N[(c / b), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(N[(N[(a * N[(c / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * -2.0 + 2.0), $MachinePrecision] * (-b)), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}\\
\mathbf{if}\;b \leq -13500:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + \left(-b\right)}\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+84}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{t\_0 + b}{a} \cdot -0.5\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\mathsf{fma}\left(\frac{b}{a}, -1, \frac{c}{b}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\mathsf{fma}\left(a \cdot \frac{c}{b \cdot b}, -2, 2\right) \cdot \left(-b\right)}\\
\end{array}
\end{array}
if b < -13500Initial program 59.5%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6459.5
Applied rewrites59.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6491.3
Applied rewrites91.3%
Taylor expanded in a around inf
Applied rewrites91.3%
if -13500 < b < 2.00000000000000012e84Initial program 83.8%
Taylor expanded in a around 0
Applied rewrites83.8%
if 2.00000000000000012e84 < b Initial program 52.7%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6498.5
Applied rewrites98.5%
Taylor expanded in b around -inf
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f6498.5
Applied rewrites98.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma (* c a) -4.0 (* b b))))
(t_1 (/ (* 2.0 c) (+ (- b) (- b)))))
(if (<= b -13500.0)
(if (>= b 0.0) (/ c b) t_1)
(if (<= b 2e+84)
(if (>= b 0.0) (* (/ (+ t_0 b) a) -0.5) (/ (* 2.0 c) (- t_0 b)))
(if (>= b 0.0) (- (/ c b) (/ b a)) t_1)))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma((c * a), -4.0, (b * b)));
double t_1 = (2.0 * c) / (-b + -b);
double tmp_1;
if (b <= -13500.0) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_1;
}
tmp_1 = tmp_2;
} else if (b <= 2e+84) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = ((t_0 + b) / a) * -0.5;
} else {
tmp_3 = (2.0 * c) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_1;
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(Float64(c * a), -4.0, Float64(b * b))) t_1 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + Float64(-b))) tmp_1 = 0.0 if (b <= -13500.0) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = t_1; end tmp_1 = tmp_2; elseif (b <= 2e+84) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(t_0 + b) / a) * -0.5); else tmp_3 = Float64(Float64(2.0 * c) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = t_1; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + (-b)), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -13500.0], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], t$95$1], If[LessEqual[b, 2e+84], If[GreaterEqual[b, 0.0], N[(N[(N[(t$95$0 + b), $MachinePrecision] / a), $MachinePrecision] * -0.5), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$1]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)}\\
t_1 := \frac{2 \cdot c}{\left(-b\right) + \left(-b\right)}\\
\mathbf{if}\;b \leq -13500:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}\\
\mathbf{elif}\;b \leq 2 \cdot 10^{+84}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{t\_0 + b}{a} \cdot -0.5\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if b < -13500Initial program 59.5%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6459.5
Applied rewrites59.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6491.3
Applied rewrites91.3%
Taylor expanded in a around inf
Applied rewrites91.3%
if -13500 < b < 2.00000000000000012e84Initial program 83.8%
Taylor expanded in a around 0
Applied rewrites83.8%
if 2.00000000000000012e84 < b Initial program 52.7%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6498.5
Applied rewrites98.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6498.5
Applied rewrites98.5%
Applied rewrites98.5%
Taylor expanded in c around 0
Applied rewrites98.5%
Final simplification90.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* 2.0 c) (+ (- b) (- b)))))
(if (<= b -13500.0)
(if (>= b 0.0) (/ c b) t_0)
(if (<= b 7.5e+84)
(if (>= b 0.0)
(* (+ (sqrt (fma -4.0 (* c a) (* b b))) b) (/ -0.5 a))
(/ (* 2.0 c) (- (sqrt (fma (* c a) -4.0 (* b b))) b)))
(if (>= b 0.0) (- (/ c b) (/ b a)) t_0)))))
double code(double a, double b, double c) {
double t_0 = (2.0 * c) / (-b + -b);
double tmp_1;
if (b <= -13500.0) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b <= 7.5e+84) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (sqrt(fma(-4.0, (c * a), (b * b))) + b) * (-0.5 / a);
} else {
tmp_3 = (2.0 * c) / (sqrt(fma((c * a), -4.0, (b * b))) - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + Float64(-b))) tmp_1 = 0.0 if (b <= -13500.0) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = t_0; end tmp_1 = tmp_2; elseif (b <= 7.5e+84) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(sqrt(fma(-4.0, Float64(c * a), Float64(b * b))) + b) * Float64(-0.5 / a)); else tmp_3 = Float64(Float64(2.0 * c) / Float64(sqrt(fma(Float64(c * a), -4.0, Float64(b * b))) - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + (-b)), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -13500.0], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], t$95$0], If[LessEqual[b, 7.5e+84], If[GreaterEqual[b, 0.0], N[(N[(N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + b), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[(N[Sqrt[N[(N[(c * a), $MachinePrecision] * -4.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{2 \cdot c}{\left(-b\right) + \left(-b\right)}\\
\mathbf{if}\;b \leq -13500:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}\\
\mathbf{elif}\;b \leq 7.5 \cdot 10^{+84}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\left(\sqrt{\mathsf{fma}\left(-4, c \cdot a, b \cdot b\right)} + b\right) \cdot \frac{-0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\sqrt{\mathsf{fma}\left(c \cdot a, -4, b \cdot b\right)} - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -13500Initial program 59.5%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6459.5
Applied rewrites59.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6491.3
Applied rewrites91.3%
Taylor expanded in a around inf
Applied rewrites91.3%
if -13500 < b < 7.5000000000000001e84Initial program 83.8%
Taylor expanded in a around 0
Applied rewrites83.8%
Applied rewrites83.6%
if 7.5000000000000001e84 < b Initial program 52.7%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6498.5
Applied rewrites98.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6498.5
Applied rewrites98.5%
Applied rewrites98.5%
Taylor expanded in c around 0
Applied rewrites98.5%
Final simplification90.2%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* 2.0 c) (+ (- b) (- b)))))
(if (<= b -13500.0)
(if (>= b 0.0) (/ c b) t_0)
(if (<= b 2.4e-87)
(/ (+ c c) (- (sqrt (fma -4.0 (* c a) (* b b))) b))
(if (>= b 0.0) (- (/ c b) (/ b a)) t_0)))))
double code(double a, double b, double c) {
double t_0 = (2.0 * c) / (-b + -b);
double tmp_1;
if (b <= -13500.0) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b <= 2.4e-87) {
tmp_1 = (c + c) / (sqrt(fma(-4.0, (c * a), (b * b))) - b);
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_0;
}
return tmp_1;
}
function code(a, b, c) t_0 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + Float64(-b))) tmp_1 = 0.0 if (b <= -13500.0) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = t_0; end tmp_1 = tmp_2; elseif (b <= 2.4e-87) tmp_1 = Float64(Float64(c + c) / Float64(sqrt(fma(-4.0, Float64(c * a), Float64(b * b))) - b)); elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = t_0; end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + (-b)), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -13500.0], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], t$95$0], If[LessEqual[b, 2.4e-87], N[(N[(c + c), $MachinePrecision] / N[(N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{2 \cdot c}{\left(-b\right) + \left(-b\right)}\\
\mathbf{if}\;b \leq -13500:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}\\
\mathbf{elif}\;b \leq 2.4 \cdot 10^{-87}:\\
\;\;\;\;\frac{c + c}{\sqrt{\mathsf{fma}\left(-4, c \cdot a, b \cdot b\right)} - b}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -13500Initial program 59.5%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6459.5
Applied rewrites59.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6491.3
Applied rewrites91.3%
Taylor expanded in a around inf
Applied rewrites91.3%
if -13500 < b < 2.4e-87Initial program 81.8%
Applied rewrites73.1%
Taylor expanded in a around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
if-sameN/A
count-2-revN/A
div-add-revN/A
lower-/.f64N/A
lower-+.f64N/A
lower--.f64N/A
Applied rewrites79.7%
if 2.4e-87 < b Initial program 63.2%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6493.5
Applied rewrites93.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6493.5
Applied rewrites93.5%
Applied rewrites93.5%
Taylor expanded in c around 0
Applied rewrites93.5%
Final simplification88.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (* 2.0 c) (+ (- b) (- b)))))
(if (<= b -1.6e-49)
(if (>= b 0.0) (/ c b) t_0)
(if (<= b 2.4e-87)
(/ (+ c c) (- (sqrt (* (* a c) -4.0)) b))
(if (>= b 0.0) (- (/ c b) (/ b a)) t_0)))))
double code(double a, double b, double c) {
double t_0 = (2.0 * c) / (-b + -b);
double tmp_1;
if (b <= -1.6e-49) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b <= 2.4e-87) {
tmp_1 = (c + c) / (sqrt(((a * c) * -4.0)) - b);
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_0;
}
return tmp_1;
}
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
real(8) :: tmp_1
real(8) :: tmp_2
t_0 = (2.0d0 * c) / (-b + -b)
if (b <= (-1.6d-49)) then
if (b >= 0.0d0) then
tmp_2 = c / b
else
tmp_2 = t_0
end if
tmp_1 = tmp_2
else if (b <= 2.4d-87) then
tmp_1 = (c + c) / (sqrt(((a * c) * (-4.0d0))) - b)
else if (b >= 0.0d0) then
tmp_1 = (c / b) - (b / a)
else
tmp_1 = t_0
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = (2.0 * c) / (-b + -b);
double tmp_1;
if (b <= -1.6e-49) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = t_0;
}
tmp_1 = tmp_2;
} else if (b <= 2.4e-87) {
tmp_1 = (c + c) / (Math.sqrt(((a * c) * -4.0)) - b);
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = t_0;
}
return tmp_1;
}
def code(a, b, c): t_0 = (2.0 * c) / (-b + -b) tmp_1 = 0 if b <= -1.6e-49: tmp_2 = 0 if b >= 0.0: tmp_2 = c / b else: tmp_2 = t_0 tmp_1 = tmp_2 elif b <= 2.4e-87: tmp_1 = (c + c) / (math.sqrt(((a * c) * -4.0)) - b) elif b >= 0.0: tmp_1 = (c / b) - (b / a) else: tmp_1 = t_0 return tmp_1
function code(a, b, c) t_0 = Float64(Float64(2.0 * c) / Float64(Float64(-b) + Float64(-b))) tmp_1 = 0.0 if (b <= -1.6e-49) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = t_0; end tmp_1 = tmp_2; elseif (b <= 2.4e-87) tmp_1 = Float64(Float64(c + c) / Float64(sqrt(Float64(Float64(a * c) * -4.0)) - b)); elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = t_0; end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = (2.0 * c) / (-b + -b); tmp_2 = 0.0; if (b <= -1.6e-49) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / b; else tmp_3 = t_0; end tmp_2 = tmp_3; elseif (b <= 2.4e-87) tmp_2 = (c + c) / (sqrt(((a * c) * -4.0)) - b); elseif (b >= 0.0) tmp_2 = (c / b) - (b / a); else tmp_2 = t_0; end tmp_4 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + (-b)), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -1.6e-49], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], t$95$0], If[LessEqual[b, 2.4e-87], N[(N[(c + c), $MachinePrecision] / N[(N[Sqrt[N[(N[(a * c), $MachinePrecision] * -4.0), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], t$95$0]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{2 \cdot c}{\left(-b\right) + \left(-b\right)}\\
\mathbf{if}\;b \leq -1.6 \cdot 10^{-49}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}\\
\mathbf{elif}\;b \leq 2.4 \cdot 10^{-87}:\\
\;\;\;\;\frac{c + c}{\sqrt{\left(a \cdot c\right) \cdot -4} - b}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -1.60000000000000001e-49Initial program 63.5%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6463.5
Applied rewrites63.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6488.0
Applied rewrites88.0%
Taylor expanded in a around inf
Applied rewrites88.0%
if -1.60000000000000001e-49 < b < 2.4e-87Initial program 80.6%
Applied rewrites70.5%
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/r*N/A
lower-/.f64N/A
Applied rewrites77.8%
Taylor expanded in a around 0
fp-cancel-sub-sign-invN/A
metadata-evalN/A
+-commutativeN/A
if-sameN/A
count-2-revN/A
div-add-revN/A
lower-/.f64N/A
lower-+.f64N/A
lower--.f64N/A
Applied rewrites78.1%
Taylor expanded in a around inf
Applied rewrites74.2%
if 2.4e-87 < b Initial program 63.2%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6493.5
Applied rewrites93.5%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6493.5
Applied rewrites93.5%
Applied rewrites93.5%
Taylor expanded in c around 0
Applied rewrites93.5%
Final simplification86.8%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (- (/ c b) (/ b a)) (/ (* 2.0 c) (+ (- b) (- b)))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (c / b) - (b / a);
} else {
tmp = (2.0 * c) / (-b + -b);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = (c / b) - (b / a)
else
tmp = (2.0d0 * c) / (-b + -b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (c / b) - (b / a);
} else {
tmp = (2.0 * c) / (-b + -b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (c / b) - (b / a) else: tmp = (2.0 * c) / (-b + -b) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(c / b) - Float64(b / a)); else tmp = Float64(Float64(2.0 * c) / Float64(Float64(-b) + Float64(-b))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = (c / b) - (b / a); else tmp = (2.0 * c) / (-b + -b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) + (-b)), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) + \left(-b\right)}\\
\end{array}
\end{array}
Initial program 67.8%
Taylor expanded in c around 0
*-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f6473.4
Applied rewrites73.4%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6471.5
Applied rewrites71.5%
Applied rewrites71.5%
Taylor expanded in c around 0
Applied rewrites71.5%
Final simplification71.5%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (* -2.0 b) (* 2.0 a)) (* -2.0 (/ c (- b (- b))))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (-2.0 * b) / (2.0 * a);
} else {
tmp = -2.0 * (c / (b - -b));
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = ((-2.0d0) * b) / (2.0d0 * a)
else
tmp = (-2.0d0) * (c / (b - -b))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (-2.0 * b) / (2.0 * a);
} else {
tmp = -2.0 * (c / (b - -b));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (-2.0 * b) / (2.0 * a) else: tmp = -2.0 * (c / (b - -b)) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-2.0 * b) / Float64(2.0 * a)); else tmp = Float64(-2.0 * Float64(c / Float64(b - Float64(-b)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = (-2.0 * b) / (2.0 * a); else tmp = -2.0 * (c / (b - -b)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(-2.0 * b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(-2.0 * N[(c / N[(b - (-b)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-2 \cdot b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{c}{b - \left(-b\right)}\\
\end{array}
\end{array}
Initial program 67.8%
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites67.8%
Taylor expanded in a around 0
lower-*.f6473.1
Applied rewrites73.1%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6471.1
Applied rewrites71.1%
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6471.2
Applied rewrites71.2%
herbie shell --seed 2024337
(FPCore (a b c)
:name "jeff quadratic root 1"
:precision binary64
(if (>= b 0.0) (/ (- (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)) (/ (* 2.0 c) (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))))))