
(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;
}
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 = (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 9 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;
}
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 = (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) (* c (* a 4.0))))))
(if (<= b -1e+154)
(if (>= b 0.0) (/ b a) (/ (- b) a))
(if (<= b 4e+144)
(if (>= b 0.0) (/ (* 2.0 c) (- (- b) t_0)) (/ (- t_0 b) (* a 2.0)))
(if (>= b 0.0)
(* -2.0 (/ c (+ b (fma -2.0 (/ c (/ b a)) b))))
(* (+ b b) (/ -0.5 a)))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -1e+154) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / a;
} else {
tmp_2 = -b / a;
}
tmp_1 = tmp_2;
} else if (b <= 4e+144) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (2.0 * c) / (-b - t_0);
} else {
tmp_3 = (t_0 - b) / (a * 2.0);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -2.0 * (c / (b + fma(-2.0, (c / (b / a)), b)));
} else {
tmp_1 = (b + b) * (-0.5 / a);
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) tmp_1 = 0.0 if (b <= -1e+154) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / a); else tmp_2 = Float64(Float64(-b) / a); end tmp_1 = tmp_2; elseif (b <= 4e+144) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(2.0 * c) / Float64(Float64(-b) - t_0)); else tmp_3 = Float64(Float64(t_0 - b) / Float64(a * 2.0)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(-2.0 * Float64(c / Float64(b + fma(-2.0, Float64(c / Float64(b / a)), b)))); else tmp_1 = Float64(Float64(b + b) * Float64(-0.5 / a)); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -1e+154], If[GreaterEqual[b, 0.0], N[(b / a), $MachinePrecision], N[((-b) / a), $MachinePrecision]], If[LessEqual[b, 4e+144], If[GreaterEqual[b, 0.0], N[(N[(2.0 * c), $MachinePrecision] / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$0 - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-2.0 * N[(c / N[(b + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b + b), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -1 \cdot 10^{+154}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 4 \cdot 10^{+144}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot c}{\left(-b\right) - t_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{t_0 - b}{a \cdot 2}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-2 \cdot \frac{c}{b + \mathsf{fma}\left(-2, \frac{c}{\frac{b}{a}}, b\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(b + b\right) \cdot \frac{-0.5}{a}\\
\end{array}
\end{array}
if b < -1.00000000000000004e154Initial program 44.6%
expm1-log1p-u44.6%
expm1-udef44.6%
associate-/l*44.6%
*-commutative44.6%
*-commutative44.6%
Applied egg-rr44.6%
expm1-def44.6%
expm1-log1p44.6%
associate-/r/44.6%
Simplified44.6%
Taylor expanded in b around inf 44.6%
fma-def44.6%
associate-/l*44.6%
*-commutative44.6%
Simplified44.6%
Taylor expanded in c around inf 44.6%
Taylor expanded in b around -inf 97.8%
associate-*r/97.8%
mul-1-neg97.8%
Simplified97.8%
if -1.00000000000000004e154 < b < 4.00000000000000009e144Initial program 87.8%
if 4.00000000000000009e144 < b Initial program 37.6%
Simplified40.1%
Taylor expanded in b around inf 87.3%
+-commutative87.3%
fma-def87.3%
associate-/l*96.7%
Simplified96.7%
Taylor expanded in b around -inf 96.7%
Final simplification90.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (<= b -1e+157)
(if (>= b 0.0) (/ b a) (/ (- b) a))
(if (<= b 5e+144)
(if (>= b 0.0) (* c (/ 2.0 (- (- b) t_0))) (/ (- t_0 b) (* a 2.0)))
(if (>= b 0.0)
(* -2.0 (/ c (+ b (fma -2.0 (/ c (/ b a)) b))))
(* (+ b b) (/ -0.5 a)))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -1e+157) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / a;
} else {
tmp_2 = -b / a;
}
tmp_1 = tmp_2;
} else if (b <= 5e+144) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = c * (2.0 / (-b - t_0));
} else {
tmp_3 = (t_0 - b) / (a * 2.0);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -2.0 * (c / (b + fma(-2.0, (c / (b / a)), b)));
} else {
tmp_1 = (b + b) * (-0.5 / a);
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) tmp_1 = 0.0 if (b <= -1e+157) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / a); else tmp_2 = Float64(Float64(-b) / a); end tmp_1 = tmp_2; elseif (b <= 5e+144) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(c * Float64(2.0 / Float64(Float64(-b) - t_0))); else tmp_3 = Float64(Float64(t_0 - b) / Float64(a * 2.0)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(-2.0 * Float64(c / Float64(b + fma(-2.0, Float64(c / Float64(b / a)), b)))); else tmp_1 = Float64(Float64(b + b) * Float64(-0.5 / a)); end return tmp_1 end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -1e+157], If[GreaterEqual[b, 0.0], N[(b / a), $MachinePrecision], N[((-b) / a), $MachinePrecision]], If[LessEqual[b, 5e+144], If[GreaterEqual[b, 0.0], N[(c * N[(2.0 / N[((-b) - t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$0 - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-2.0 * N[(c / N[(b + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b + b), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -1 \cdot 10^{+157}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 5 \cdot 10^{+144}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{2}{\left(-b\right) - t_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{t_0 - b}{a \cdot 2}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-2 \cdot \frac{c}{b + \mathsf{fma}\left(-2, \frac{c}{\frac{b}{a}}, b\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(b + b\right) \cdot \frac{-0.5}{a}\\
\end{array}
\end{array}
if b < -9.99999999999999983e156Initial program 44.6%
expm1-log1p-u44.6%
expm1-udef44.6%
associate-/l*44.6%
*-commutative44.6%
*-commutative44.6%
Applied egg-rr44.6%
expm1-def44.6%
expm1-log1p44.6%
associate-/r/44.6%
Simplified44.6%
Taylor expanded in b around inf 44.6%
fma-def44.6%
associate-/l*44.6%
*-commutative44.6%
Simplified44.6%
Taylor expanded in c around inf 44.6%
Taylor expanded in b around -inf 97.8%
associate-*r/97.8%
mul-1-neg97.8%
Simplified97.8%
if -9.99999999999999983e156 < b < 4.9999999999999999e144Initial program 87.8%
expm1-log1p-u80.7%
expm1-udef57.1%
associate-/l*57.1%
*-commutative57.1%
*-commutative57.1%
Applied egg-rr57.1%
expm1-def80.4%
expm1-log1p87.5%
associate-/r/87.6%
Simplified87.6%
if 4.9999999999999999e144 < b Initial program 37.6%
Simplified40.1%
Taylor expanded in b around inf 87.3%
+-commutative87.3%
fma-def87.3%
associate-/l*96.7%
Simplified96.7%
Taylor expanded in b around -inf 96.7%
Final simplification90.7%
(FPCore (a b c)
:precision binary64
(if (<= b -1.8e-81)
(if (>= b 0.0) (/ b a) (- (/ c b) (/ b a)))
(if (<= b 4.7e-194)
(if (>= b 0.0)
(/ b a)
(/ (* 0.5 (+ b (sqrt (- (* b b) (* c (* a 4.0)))))) a))
(if (>= b 0.0)
(* -2.0 (/ c (+ b (fma -2.0 (/ c (/ b a)) b))))
(* (+ b b) (/ -0.5 a))))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.8e-81) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / a;
} else {
tmp_2 = (c / b) - (b / a);
}
tmp_1 = tmp_2;
} else if (b <= 4.7e-194) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = b / a;
} else {
tmp_3 = (0.5 * (b + sqrt(((b * b) - (c * (a * 4.0)))))) / a;
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = -2.0 * (c / (b + fma(-2.0, (c / (b / a)), b)));
} else {
tmp_1 = (b + b) * (-0.5 / a);
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -1.8e-81) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / a); else tmp_2 = Float64(Float64(c / b) - Float64(b / a)); end tmp_1 = tmp_2; elseif (b <= 4.7e-194) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(b / a); else tmp_3 = Float64(Float64(0.5 * Float64(b + sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))))) / a); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(-2.0 * Float64(c / Float64(b + fma(-2.0, Float64(c / Float64(b / a)), b)))); else tmp_1 = Float64(Float64(b + b) * Float64(-0.5 / a)); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -1.8e-81], If[GreaterEqual[b, 0.0], N[(b / a), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 4.7e-194], If[GreaterEqual[b, 0.0], N[(b / a), $MachinePrecision], N[(N[(0.5 * N[(b + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(-2.0 * N[(c / N[(b + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b + b), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.8 \cdot 10^{-81}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}\\
\mathbf{elif}\;b \leq 4.7 \cdot 10^{-194}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.5 \cdot \left(b + \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\right)}{a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;-2 \cdot \frac{c}{b + \mathsf{fma}\left(-2, \frac{c}{\frac{b}{a}}, b\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(b + b\right) \cdot \frac{-0.5}{a}\\
\end{array}
\end{array}
if b < -1.7999999999999999e-81Initial program 69.2%
expm1-log1p-u69.2%
expm1-udef69.2%
associate-/l*69.2%
*-commutative69.2%
*-commutative69.2%
Applied egg-rr69.2%
expm1-def69.2%
expm1-log1p69.2%
associate-/r/69.2%
Simplified69.2%
Taylor expanded in b around inf 69.2%
fma-def69.2%
associate-/l*69.2%
*-commutative69.2%
Simplified69.2%
Taylor expanded in c around inf 69.2%
Taylor expanded in b around -inf 85.8%
mul-1-neg85.8%
unsub-neg85.8%
Simplified85.8%
if -1.7999999999999999e-81 < b < 4.7000000000000003e-194Initial program 83.4%
expm1-log1p-u76.3%
expm1-udef66.3%
associate-/l*66.3%
*-commutative66.3%
*-commutative66.3%
Applied egg-rr66.3%
expm1-def76.2%
expm1-log1p83.4%
associate-/r/83.3%
Simplified83.3%
Taylor expanded in b around inf 63.7%
fma-def63.7%
associate-/l*63.7%
*-commutative63.7%
Simplified63.7%
Taylor expanded in c around inf 63.8%
expm1-log1p-u50.2%
expm1-udef18.7%
Applied egg-rr14.2%
expm1-def44.7%
expm1-log1p54.3%
associate-*r/54.3%
Simplified54.3%
if 4.7000000000000003e-194 < b Initial program 70.8%
Simplified71.7%
Taylor expanded in b around inf 73.6%
+-commutative73.6%
fma-def73.6%
associate-/l*77.0%
Simplified77.0%
Taylor expanded in b around -inf 77.0%
Final simplification75.0%
(FPCore (a b c)
:precision binary64
(if (<= b -1e+152)
(if (>= b 0.0) (/ b a) (/ (- b) a))
(if (>= b 0.0)
(* c (/ 2.0 (- (- b) b)))
(/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -1e+152) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / a;
} else {
tmp_2 = -b / a;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = c * (2.0 / (-b - b));
} else {
tmp_1 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
}
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) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
if (b <= (-1d+152)) then
if (b >= 0.0d0) then
tmp_2 = b / a
else
tmp_2 = -b / a
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = c * (2.0d0 / (-b - b))
else
tmp_1 = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double tmp_1;
if (b <= -1e+152) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / a;
} else {
tmp_2 = -b / a;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = c * (2.0 / (-b - b));
} else {
tmp_1 = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= -1e+152: tmp_2 = 0 if b >= 0.0: tmp_2 = b / a else: tmp_2 = -b / a tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = c * (2.0 / (-b - b)) else: tmp_1 = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= -1e+152) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / a); else tmp_2 = Float64(Float64(-b) / a); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(c * Float64(2.0 / Float64(Float64(-b) - b))); else tmp_1 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= -1e+152) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = b / a; else tmp_3 = -b / a; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = c * (2.0 / (-b - b)); else tmp_2 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, -1e+152], If[GreaterEqual[b, 0.0], N[(b / a), $MachinePrecision], N[((-b) / a), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(c * N[(2.0 / N[((-b) - b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1 \cdot 10^{+152}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{2}{\left(-b\right) - b}\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\end{array}
\end{array}
if b < -1e152Initial program 44.6%
expm1-log1p-u44.6%
expm1-udef44.6%
associate-/l*44.6%
*-commutative44.6%
*-commutative44.6%
Applied egg-rr44.6%
expm1-def44.6%
expm1-log1p44.6%
associate-/r/44.6%
Simplified44.6%
Taylor expanded in b around inf 44.6%
fma-def44.6%
associate-/l*44.6%
*-commutative44.6%
Simplified44.6%
Taylor expanded in c around inf 44.6%
Taylor expanded in b around -inf 97.8%
associate-*r/97.8%
mul-1-neg97.8%
Simplified97.8%
if -1e152 < b Initial program 78.9%
expm1-log1p-u73.0%
expm1-udef53.4%
associate-/l*53.4%
*-commutative53.4%
*-commutative53.4%
Applied egg-rr53.4%
expm1-def72.8%
expm1-log1p79.1%
associate-/r/79.2%
Simplified79.2%
Taylor expanded in b around inf 76.2%
Final simplification79.9%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (* -2.0 (/ c (+ b (fma -2.0 (/ c (/ b a)) b)))) (* (+ b b) (/ -0.5 a))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -2.0 * (c / (b + fma(-2.0, (c / (b / a)), b)));
} else {
tmp = (b + b) * (-0.5 / a);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(-2.0 * Float64(c / Float64(b + fma(-2.0, Float64(c / Float64(b / a)), b)))); else tmp = Float64(Float64(b + b) * Float64(-0.5 / a)); end return tmp end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(-2.0 * N[(c / N[(b + N[(-2.0 * N[(c / N[(b / a), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b + b), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-2 \cdot \frac{c}{b + \mathsf{fma}\left(-2, \frac{c}{\frac{b}{a}}, b\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(b + b\right) \cdot \frac{-0.5}{a}\\
\end{array}
\end{array}
Initial program 73.1%
Simplified73.4%
Taylor expanded in b around inf 69.7%
+-commutative69.7%
fma-def69.7%
associate-/l*71.2%
Simplified71.2%
Taylor expanded in b around -inf 65.5%
Final simplification65.5%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ 2.0 (- (/ (+ b b) c))) (/ (- (- b) b) (* a 2.0))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = 2.0 / -((b + b) / c);
} else {
tmp = (-b - b) / (a * 2.0);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = 2.0d0 / -((b + b) / c)
else
tmp = (-b - b) / (a * 2.0d0)
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 + b) / c);
} else {
tmp = (-b - b) / (a * 2.0);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = 2.0 / -((b + b) / c) else: tmp = (-b - b) / (a * 2.0) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(2.0 / Float64(-Float64(Float64(b + b) / c))); else tmp = Float64(Float64(Float64(-b) - b) / Float64(a * 2.0)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = 2.0 / -((b + b) / c); else tmp = (-b - b) / (a * 2.0); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(2.0 / (-N[(N[(b + b), $MachinePrecision] / c), $MachinePrecision])), $MachinePrecision], N[(N[((-b) - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{2}{-\frac{b + b}{c}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) - b}{a \cdot 2}\\
\end{array}
\end{array}
Initial program 73.1%
Simplified73.3%
Taylor expanded in b around inf 70.9%
Taylor expanded in b around -inf 65.2%
neg-mul-165.2%
Simplified65.2%
Final simplification65.2%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (- (/ c b)) (/ (- (- b) b) (* a 2.0))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -(c / b);
} else {
tmp = (-b - b) / (a * 2.0);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = -(c / b)
else
tmp = (-b - b) / (a * 2.0d0)
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 = (-b - b) / (a * 2.0);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -(c / b) else: tmp = (-b - b) / (a * 2.0) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(-Float64(c / b)); else tmp = Float64(Float64(Float64(-b) - b) / Float64(a * 2.0)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = -(c / b); else tmp = (-b - b) / (a * 2.0); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], (-N[(c / b), $MachinePrecision]), N[(N[((-b) - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;-\frac{c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-b\right) - b}{a \cdot 2}\\
\end{array}
\end{array}
Initial program 73.1%
Simplified73.3%
Taylor expanded in b around inf 70.9%
Taylor expanded in b around -inf 65.2%
neg-mul-165.2%
Simplified65.2%
Taylor expanded in b around 0 65.4%
mul-1-neg65.4%
distribute-neg-frac65.4%
Simplified65.4%
Final simplification65.4%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ b a) (- (/ c b) (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = b / a;
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = b / a
else
tmp = (c / b) - (b / a)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = b / a;
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = b / a else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(b / a); else tmp = Float64(Float64(c / b) - Float64(b / a)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = b / a; else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(b / a), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
Initial program 73.1%
expm1-log1p-u68.2%
expm1-udef51.9%
associate-/l*51.9%
*-commutative51.9%
*-commutative51.9%
Applied egg-rr51.9%
expm1-def68.0%
expm1-log1p73.3%
associate-/r/73.3%
Simplified73.3%
Taylor expanded in b around inf 69.7%
fma-def69.7%
associate-/l*71.2%
*-commutative71.2%
Simplified71.2%
Taylor expanded in c around inf 40.4%
Taylor expanded in b around -inf 34.8%
mul-1-neg34.8%
unsub-neg34.8%
Simplified34.8%
Final simplification34.8%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ b a) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = b / a;
} else {
tmp = -b / a;
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: tmp
if (b >= 0.0d0) then
tmp = b / a
else
tmp = -b / a
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = b / a;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = b / a else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(b / a); else tmp = Float64(Float64(-b) / a); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = b / a; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(b / a), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
Initial program 73.1%
expm1-log1p-u68.2%
expm1-udef51.9%
associate-/l*51.9%
*-commutative51.9%
*-commutative51.9%
Applied egg-rr51.9%
expm1-def68.0%
expm1-log1p73.3%
associate-/r/73.3%
Simplified73.3%
Taylor expanded in b around inf 69.7%
fma-def69.7%
associate-/l*71.2%
*-commutative71.2%
Simplified71.2%
Taylor expanded in c around inf 40.4%
Taylor expanded in b around -inf 34.8%
associate-*r/34.8%
mul-1-neg34.8%
Simplified34.8%
Final simplification34.8%
herbie shell --seed 2023187
(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))))