
(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 (- (* b b) (* (* a 4.0) c)))))
(if (<= b -2.55e+57)
(if (>= b 0.0) (/ c b) (/ c (- b)))
(if (<= b 8e+81)
(if (>= b 0.0) (/ (+ t_0 b) (* (- a) 2.0)) (/ (* 2.0 c) (- t_0 b)))
(if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- b) a))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - ((a * 4.0) * c)));
double tmp_1;
if (b <= -2.55e+57) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 8e+81) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (t_0 + b) / (-a * 2.0);
} 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 = -b / a;
}
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
real(8) :: tmp_3
t_0 = sqrt(((b * b) - ((a * 4.0d0) * c)))
if (b <= (-2.55d+57)) then
if (b >= 0.0d0) then
tmp_2 = c / b
else
tmp_2 = c / -b
end if
tmp_1 = tmp_2
else if (b <= 8d+81) then
if (b >= 0.0d0) then
tmp_3 = (t_0 + b) / (-a * 2.0d0)
else
tmp_3 = (2.0d0 * c) / (t_0 - b)
end if
tmp_1 = tmp_3
else if (b >= 0.0d0) then
tmp_1 = (c / b) - (b / a)
else
tmp_1 = -b / a
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - ((a * 4.0) * c)));
double tmp_1;
if (b <= -2.55e+57) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 8e+81) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (t_0 + b) / (-a * 2.0);
} 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 = -b / a;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - ((a * 4.0) * c))) tmp_1 = 0 if b <= -2.55e+57: tmp_2 = 0 if b >= 0.0: tmp_2 = c / b else: tmp_2 = c / -b tmp_1 = tmp_2 elif b <= 8e+81: tmp_3 = 0 if b >= 0.0: tmp_3 = (t_0 + b) / (-a * 2.0) else: tmp_3 = (2.0 * c) / (t_0 - b) tmp_1 = tmp_3 elif b >= 0.0: tmp_1 = (c / b) - (b / a) else: tmp_1 = -b / a return tmp_1
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(Float64(a * 4.0) * c))) tmp_1 = 0.0 if (b <= -2.55e+57) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 8e+81) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(t_0 + b) / Float64(Float64(-a) * 2.0)); 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 = Float64(Float64(-b) / a); end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - ((a * 4.0) * c))); tmp_2 = 0.0; if (b <= -2.55e+57) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / b; else tmp_3 = c / -b; end tmp_2 = tmp_3; elseif (b <= 8e+81) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (t_0 + b) / (-a * 2.0); else tmp_4 = (2.0 * c) / (t_0 - b); end tmp_2 = tmp_4; elseif (b >= 0.0) tmp_2 = (c / b) - (b / a); else tmp_2 = -b / a; end tmp_5 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(a * 4.0), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -2.55e+57], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 8e+81], If[GreaterEqual[b, 0.0], N[(N[(t$95$0 + b), $MachinePrecision] / N[((-a) * 2.0), $MachinePrecision]), $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], N[((-b) / a), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - \left(a \cdot 4\right) \cdot c}\\
\mathbf{if}\;b \leq -2.55 \cdot 10^{+57}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 8 \cdot 10^{+81}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{t\_0 + b}{\left(-a\right) \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -2.55000000000000011e57Initial program 54.7%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6454.7
Applied rewrites54.7%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.6
Applied rewrites2.6%
Taylor expanded in c around inf
Applied rewrites2.6%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6495.9
Applied rewrites95.9%
if -2.55000000000000011e57 < b < 7.99999999999999937e81Initial program 81.1%
if 7.99999999999999937e81 < b Initial program 59.2%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6496.7
Applied rewrites96.7%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6496.7
Applied rewrites96.7%
Final simplification88.5%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (fma -4.0 (* c a) (* b b)))))
(if (<= b -2.55e+57)
(if (>= b 0.0) (/ c b) (/ c (- b)))
(if (<= b 8e+81)
(if (>= b 0.0) (* -0.5 (/ (+ t_0 b) a)) (/ (* 2.0 c) (- t_0 b)))
(if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- b) a))))))
double code(double a, double b, double c) {
double t_0 = sqrt(fma(-4.0, (c * a), (b * b)));
double tmp_1;
if (b <= -2.55e+57) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 8e+81) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = -0.5 * ((t_0 + b) / a);
} 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 = -b / a;
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(fma(-4.0, Float64(c * a), Float64(b * b))) tmp_1 = 0.0 if (b <= -2.55e+57) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 8e+81) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(-0.5 * Float64(Float64(t_0 + b) / a)); 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 = Float64(Float64(-b) / a); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -2.55e+57], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 8e+81], If[GreaterEqual[b, 0.0], N[(-0.5 * N[(N[(t$95$0 + b), $MachinePrecision] / a), $MachinePrecision]), $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], N[((-b) / a), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\mathsf{fma}\left(-4, c \cdot a, b \cdot b\right)}\\
\mathbf{if}\;b \leq -2.55 \cdot 10^{+57}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 8 \cdot 10^{+81}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-0.5 \cdot \frac{t\_0 + b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2 \cdot c}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -2.55000000000000011e57Initial program 54.7%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6454.7
Applied rewrites54.7%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.6
Applied rewrites2.6%
Taylor expanded in c around inf
Applied rewrites2.6%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6495.9
Applied rewrites95.9%
if -2.55000000000000011e57 < b < 7.99999999999999937e81Initial program 81.1%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6465.5
Applied rewrites65.5%
Taylor expanded in c around 0
Applied rewrites81.1%
if 7.99999999999999937e81 < b Initial program 59.2%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6496.7
Applied rewrites96.7%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6496.7
Applied rewrites96.7%
Final simplification88.5%
(FPCore (a b c)
:precision binary64
(if (<= b -7.8e-56)
(if (>= b 0.0) (/ c b) (/ c (- b)))
(if (<= b 8e+81)
(* -0.5 (/ (+ (sqrt (fma -4.0 (* c a) (* b b))) b) a))
(if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- b) a)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -7.8e-56) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b <= 8e+81) {
tmp_1 = -0.5 * ((sqrt(fma(-4.0, (c * a), (b * b))) + b) / a);
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = -b / a;
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -7.8e-56) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b <= 8e+81) tmp_1 = Float64(-0.5 * Float64(Float64(sqrt(fma(-4.0, Float64(c * a), Float64(b * b))) + b) / a)); elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = Float64(Float64(-b) / a); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -7.8e-56], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[LessEqual[b, 8e+81], N[(-0.5 * N[(N[(N[Sqrt[N[(-4.0 * N[(c * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + b), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -7.8 \cdot 10^{-56}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \leq 8 \cdot 10^{+81}:\\
\;\;\;\;-0.5 \cdot \frac{\sqrt{\mathsf{fma}\left(-4, c \cdot a, b \cdot b\right)} + b}{a}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -7.8e-56Initial program 63.5%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6463.5
Applied rewrites63.5%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.8
Applied rewrites2.8%
Taylor expanded in c around inf
Applied rewrites2.8%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6482.2
Applied rewrites82.2%
if -7.8e-56 < b < 7.99999999999999937e81Initial program 80.3%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6460.1
Applied rewrites60.1%
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6460.0
lift-+.f64N/A
+-commutativeN/A
Applied rewrites60.0%
lift-*.f64N/A
lift-/.f64N/A
associate-*r/N/A
*-commutativeN/A
lift--.f64N/A
flip--N/A
associate-/r/N/A
lower-*.f64N/A
Applied rewrites53.0%
Taylor expanded in c around 0
+-commutativeN/A
metadata-evalN/A
cancel-sign-sub-invN/A
if-sameN/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites74.1%
if 7.99999999999999937e81 < b Initial program 59.2%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6496.7
Applied rewrites96.7%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6496.7
Applied rewrites96.7%
Final simplification82.2%
(FPCore (a b c) :precision binary64 (if (<= b -1.6e-304) (if (>= b 0.0) (/ c b) (/ c (- b))) (if (>= b 0.0) (- (/ c b) (/ b a)) (/ (- b) a))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.6e-304) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = -b / a;
}
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) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
if (b <= (-1.6d-304)) then
if (b >= 0.0d0) then
tmp_2 = c / b
else
tmp_2 = c / -b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (c / b) - (b / a)
else
tmp_1 = -b / a
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.6e-304) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (c / b) - (b / a);
} else {
tmp_1 = -b / a;
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= -1.6e-304: tmp_2 = 0 if b >= 0.0: tmp_2 = c / b else: tmp_2 = c / -b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (c / b) - (b / a) else: tmp_1 = -b / a return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= -1.6e-304) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(c / b) - Float64(b / a)); else tmp_1 = Float64(Float64(-b) / a); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= -1.6e-304) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / b; else tmp_3 = c / -b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (c / b) - (b / a); else tmp_2 = -b / a; end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, -1.6e-304], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.6 \cdot 10^{-304}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -1.59999999999999999e-304Initial program 67.4%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6467.4
Applied rewrites67.4%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f642.9
Applied rewrites2.9%
Taylor expanded in c around inf
Applied rewrites2.9%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6465.1
Applied rewrites65.1%
if -1.59999999999999999e-304 < b Initial program 71.5%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6472.0
Applied rewrites72.0%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6471.1
Applied rewrites71.1%
(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) - 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) - b}\\
\end{array}
\end{array}
Initial program 69.2%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6469.4
Applied rewrites69.4%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6467.7
Applied rewrites67.7%
Final simplification67.7%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (- (/ c b) (/ b a)) (* (/ 2.0 (- (- b) b)) c)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (c / b) - (b / a);
} else {
tmp = (2.0 / (-b - b)) * c;
}
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 / (-b - b)) * c
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 / (-b - b)) * c;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (c / b) - (b / a) else: tmp = (2.0 / (-b - b)) * c 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 / Float64(Float64(-b) - b)) * c); 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 / (-b - b)) * c; 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 / N[((-b) - b), $MachinePrecision]), $MachinePrecision] * c), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{\left(-b\right) - b} \cdot c\\
\end{array}
\end{array}
Initial program 69.2%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6469.4
Applied rewrites69.4%
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f6469.3
lift-+.f64N/A
+-commutativeN/A
Applied rewrites69.4%
Taylor expanded in b around -inf
mul-1-negN/A
lower-neg.f6467.6
Applied rewrites67.6%
Final simplification67.6%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (- b) a)))
(if (<= b 6.2e-228)
(if (>= b 0.0) (/ c b) (/ c (- b)))
(if (>= b 0.0) t_0 t_0))))
double code(double a, double b, double c) {
double t_0 = -b / a;
double tmp_1;
if (b <= 6.2e-228) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = t_0;
} 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 = -b / a
if (b <= 6.2d-228) then
if (b >= 0.0d0) then
tmp_2 = c / b
else
tmp_2 = c / -b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = t_0
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 = -b / a;
double tmp_1;
if (b <= 6.2e-228) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c / b;
} else {
tmp_2 = c / -b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = t_0;
} else {
tmp_1 = t_0;
}
return tmp_1;
}
def code(a, b, c): t_0 = -b / a tmp_1 = 0 if b <= 6.2e-228: tmp_2 = 0 if b >= 0.0: tmp_2 = c / b else: tmp_2 = c / -b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = t_0 else: tmp_1 = t_0 return tmp_1
function code(a, b, c) t_0 = Float64(Float64(-b) / a) tmp_1 = 0.0 if (b <= 6.2e-228) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c / b); else tmp_2 = Float64(c / Float64(-b)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = t_0; else tmp_1 = t_0; end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = -b / a; tmp_2 = 0.0; if (b <= 6.2e-228) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c / b; else tmp_3 = c / -b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = t_0; else tmp_2 = t_0; end tmp_4 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[((-b) / a), $MachinePrecision]}, If[LessEqual[b, 6.2e-228], If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(c / (-b)), $MachinePrecision]], If[GreaterEqual[b, 0.0], t$95$0, t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{-b}{a}\\
\mathbf{if}\;b \leq 6.2 \cdot 10^{-228}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < 6.1999999999999996e-228Initial program 68.5%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6463.1
Applied rewrites63.1%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f643.0
Applied rewrites3.0%
Taylor expanded in c around inf
Applied rewrites3.0%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6460.4
Applied rewrites60.4%
if 6.1999999999999996e-228 < b Initial program 70.2%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6479.0
Applied rewrites79.0%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6479.0
Applied rewrites79.0%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6478.6
Applied rewrites78.6%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ c b) (/ c (- b))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = c / b;
} 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 >= 0.0d0) then
tmp = c / b
else
tmp = c / -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;
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = c / b else: tmp = c / -b return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(c / b); else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = c / b; else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(c / b), $MachinePrecision], N[(c / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
Initial program 69.2%
Taylor expanded in c around 0
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f64N/A
lower-/.f64N/A
lower-/.f6469.4
Applied rewrites69.4%
Taylor expanded in c around 0
associate-*r/N/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6433.0
Applied rewrites33.0%
Taylor expanded in c around inf
Applied rewrites3.2%
Taylor expanded in b around -inf
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
lower-/.f64N/A
mul-1-negN/A
lower-neg.f6437.9
Applied rewrites37.9%
herbie shell --seed 2024235
(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)))))))