
(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 7 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)))))
(t_1 (fma c (* a -4.0) (* b b))))
(if (<= b -5e+149)
(if (>= b 0.0)
(* c (/ -2.0 (+ (* -2.0 (/ (* c a) b)) (* b 2.0))))
(* (/ (- b (fma -1.0 b (* 2.0 (/ a (/ b c))))) a) -0.5))
(if (<= b 5e+141)
(if (>= b 0.0) (/ (* c 2.0) (- (- b) t_0)) (/ (- t_0 b) (* a 2.0)))
(if (>= b 0.0)
(/ (* c 2.0) (* b (- 2.0)))
(/ (/ (- (* b b) t_1) (/ a 0.5)) (- b (sqrt t_1))))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double t_1 = fma(c, (a * -4.0), (b * b));
double tmp_1;
if (b <= -5e+149) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * (-2.0 / ((-2.0 * ((c * a) / b)) + (b * 2.0)));
} else {
tmp_2 = ((b - fma(-1.0, b, (2.0 * (a / (b / c))))) / a) * -0.5;
}
tmp_1 = tmp_2;
} else if (b <= 5e+141) {
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 = (c * 2.0) / (b * -2.0);
} else {
tmp_1 = (((b * b) - t_1) / (a / 0.5)) / (b - sqrt(t_1));
}
return tmp_1;
}
function code(a, b, c) t_0 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) t_1 = fma(c, Float64(a * -4.0), Float64(b * b)) tmp_1 = 0.0 if (b <= -5e+149) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c * Float64(-2.0 / Float64(Float64(-2.0 * Float64(Float64(c * a) / b)) + Float64(b * 2.0)))); else tmp_2 = Float64(Float64(Float64(b - fma(-1.0, b, Float64(2.0 * Float64(a / Float64(b / c))))) / a) * -0.5); end tmp_1 = tmp_2; elseif (b <= 5e+141) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(c * 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(Float64(c * 2.0) / Float64(b * Float64(-2.0))); else tmp_1 = Float64(Float64(Float64(Float64(b * b) - t_1) / Float64(a / 0.5)) / Float64(b - sqrt(t_1))); 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]}, Block[{t$95$1 = N[(c * N[(a * -4.0), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -5e+149], If[GreaterEqual[b, 0.0], N[(c * N[(-2.0 / N[(N[(-2.0 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] + N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b - N[(-1.0 * b + N[(2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] * -0.5), $MachinePrecision]], If[LessEqual[b, 5e+141], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $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[(N[(c * 2.0), $MachinePrecision] / N[(b * (-2.0)), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(b * b), $MachinePrecision] - t$95$1), $MachinePrecision] / N[(a / 0.5), $MachinePrecision]), $MachinePrecision] / N[(b - N[Sqrt[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
t_1 := \mathsf{fma}\left(c, a \cdot -4, b \cdot b\right)\\
\mathbf{if}\;b \leq -5 \cdot 10^{+149}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{-2}{-2 \cdot \frac{c \cdot a}{b} + b \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{b - \mathsf{fma}\left(-1, b, 2 \cdot \frac{a}{\frac{b}{c}}\right)}{a} \cdot -0.5\\
\end{array}\\
\mathbf{elif}\;b \leq 5 \cdot 10^{+141}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - t_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{t_0 - b}{a \cdot 2}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{b \cdot \left(-2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{b \cdot b - t_1}{\frac{a}{0.5}}}{b - \sqrt{t_1}}\\
\end{array}
\end{array}
if b < -4.9999999999999999e149Initial program 41.8%
Simplified41.8%
Taylor expanded in b around -inf 89.1%
fma-def89.1%
associate-/l*97.2%
Simplified97.2%
Taylor expanded in b around inf 97.2%
if -4.9999999999999999e149 < b < 5.00000000000000025e141Initial program 87.9%
if 5.00000000000000025e141 < b Initial program 43.5%
add-cube-cbrt43.4%
pow343.4%
*-commutative43.4%
*-commutative43.4%
Applied egg-rr43.4%
Taylor expanded in b around inf 97.8%
div-inv97.8%
*-commutative97.8%
*-commutative97.8%
Applied egg-rr97.8%
associate-/r*97.8%
metadata-eval97.8%
Simplified97.8%
*-commutative97.8%
clear-num97.8%
flip-+97.8%
frac-times97.8%
*-un-lft-identity97.8%
sqr-neg97.8%
add-sqr-sqrt97.8%
fma-neg97.8%
Applied egg-rr97.8%
associate-/r*97.8%
fma-def97.8%
+-commutative97.8%
distribute-rgt-neg-in97.8%
fma-def97.8%
distribute-rgt-neg-in97.8%
metadata-eval97.8%
fma-def97.8%
+-commutative97.8%
distribute-rgt-neg-in97.8%
fma-def97.8%
distribute-rgt-neg-in97.8%
metadata-eval97.8%
Simplified97.8%
Final simplification90.9%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (<= b -5e+148)
(if (>= b 0.0)
(* c (/ -2.0 (+ (* -2.0 (/ (* c a) b)) (* b 2.0))))
(* (/ (- b (fma -1.0 b (* 2.0 (/ a (/ b c))))) a) -0.5))
(if (<= b 2.75e+141)
(if (>= b 0.0) (* c (/ 2.0 (- (- b) t_0))) (/ (- t_0 b) (* a 2.0)))
(if (>= b 0.0) (/ (- c) b) (/ (- b) a))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -5e+148) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * (-2.0 / ((-2.0 * ((c * a) / b)) + (b * 2.0)));
} else {
tmp_2 = ((b - fma(-1.0, b, (2.0 * (a / (b / c))))) / a) * -0.5;
}
tmp_1 = tmp_2;
} else if (b <= 2.75e+141) {
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 = -c / b;
} else {
tmp_1 = -b / 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 <= -5e+148) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c * Float64(-2.0 / Float64(Float64(-2.0 * Float64(Float64(c * a) / b)) + Float64(b * 2.0)))); else tmp_2 = Float64(Float64(Float64(b - fma(-1.0, b, Float64(2.0 * Float64(a / Float64(b / c))))) / a) * -0.5); end tmp_1 = tmp_2; elseif (b <= 2.75e+141) 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(Float64(-c) / b); else tmp_1 = Float64(Float64(-b) / 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, -5e+148], If[GreaterEqual[b, 0.0], N[(c * N[(-2.0 / N[(N[(-2.0 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] + N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b - N[(-1.0 * b + N[(2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] * -0.5), $MachinePrecision]], If[LessEqual[b, 2.75e+141], 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[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+148}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{-2}{-2 \cdot \frac{c \cdot a}{b} + b \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{b - \mathsf{fma}\left(-1, b, 2 \cdot \frac{a}{\frac{b}{c}}\right)}{a} \cdot -0.5\\
\end{array}\\
\mathbf{elif}\;b \leq 2.75 \cdot 10^{+141}:\\
\;\;\;\;\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:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -5.00000000000000024e148Initial program 41.8%
Simplified41.8%
Taylor expanded in b around -inf 89.1%
fma-def89.1%
associate-/l*97.2%
Simplified97.2%
Taylor expanded in b around inf 97.2%
if -5.00000000000000024e148 < b < 2.74999999999999984e141Initial program 87.9%
expm1-log1p-u77.9%
expm1-udef53.5%
associate-/l*53.5%
*-commutative53.5%
*-commutative53.5%
Applied egg-rr53.5%
expm1-def77.8%
expm1-log1p87.8%
associate-/r/87.8%
Simplified87.8%
if 2.74999999999999984e141 < b Initial program 43.5%
Simplified43.5%
Taylor expanded in b around inf 97.0%
+-commutative97.0%
fma-def97.0%
associate-*r/97.0%
*-commutative97.0%
Simplified97.0%
Taylor expanded in b around -inf 97.0%
associate-*r/97.0%
mul-1-neg97.0%
Simplified97.0%
Taylor expanded in a around 0 97.8%
mul-1-neg97.8%
Simplified97.8%
Final simplification90.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (<= b -5e+149)
(if (>= b 0.0)
(* c (/ -2.0 (+ (* -2.0 (/ (* c a) b)) (* b 2.0))))
(* (/ (- b (fma -1.0 b (* 2.0 (/ a (/ b c))))) a) -0.5))
(if (<= b 1.15e+142)
(if (>= b 0.0) (/ (* c 2.0) (- (- b) t_0)) (/ (- t_0 b) (* a 2.0)))
(if (>= b 0.0) (/ (- c) b) (/ (- b) a))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -5e+149) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * (-2.0 / ((-2.0 * ((c * a) / b)) + (b * 2.0)));
} else {
tmp_2 = ((b - fma(-1.0, b, (2.0 * (a / (b / c))))) / a) * -0.5;
}
tmp_1 = tmp_2;
} else if (b <= 1.15e+142) {
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 = -c / b;
} else {
tmp_1 = -b / 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 <= -5e+149) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c * Float64(-2.0 / Float64(Float64(-2.0 * Float64(Float64(c * a) / b)) + Float64(b * 2.0)))); else tmp_2 = Float64(Float64(Float64(b - fma(-1.0, b, Float64(2.0 * Float64(a / Float64(b / c))))) / a) * -0.5); end tmp_1 = tmp_2; elseif (b <= 1.15e+142) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(c * 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(Float64(-c) / b); else tmp_1 = Float64(Float64(-b) / 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, -5e+149], If[GreaterEqual[b, 0.0], N[(c * N[(-2.0 / N[(N[(-2.0 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] + N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b - N[(-1.0 * b + N[(2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] * -0.5), $MachinePrecision]], If[LessEqual[b, 1.15e+142], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $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[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -5 \cdot 10^{+149}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{-2}{-2 \cdot \frac{c \cdot a}{b} + b \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{b - \mathsf{fma}\left(-1, b, 2 \cdot \frac{a}{\frac{b}{c}}\right)}{a} \cdot -0.5\\
\end{array}\\
\mathbf{elif}\;b \leq 1.15 \cdot 10^{+142}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{\left(-b\right) - t_0}\\
\mathbf{else}:\\
\;\;\;\;\frac{t_0 - b}{a \cdot 2}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
if b < -4.9999999999999999e149Initial program 41.8%
Simplified41.8%
Taylor expanded in b around -inf 89.1%
fma-def89.1%
associate-/l*97.2%
Simplified97.2%
Taylor expanded in b around inf 97.2%
if -4.9999999999999999e149 < b < 1.15000000000000001e142Initial program 87.9%
if 1.15000000000000001e142 < b Initial program 43.5%
Simplified43.5%
Taylor expanded in b around inf 97.0%
+-commutative97.0%
fma-def97.0%
associate-*r/97.0%
*-commutative97.0%
Simplified97.0%
Taylor expanded in b around -inf 97.0%
associate-*r/97.0%
mul-1-neg97.0%
Simplified97.0%
Taylor expanded in a around 0 97.8%
mul-1-neg97.8%
Simplified97.8%
Final simplification90.9%
(FPCore (a b c)
:precision binary64
(if (<= b -5e+149)
(if (>= b 0.0)
(* c (/ -2.0 (+ (* -2.0 (/ (* c a) b)) (* b 2.0))))
(* (/ (- b (fma -1.0 b (* 2.0 (/ a (/ b c))))) a) -0.5))
(if (>= b 0.0)
(/ 2.0 (fma 2.0 (/ a b) (/ (* b -2.0) c)))
(/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -5e+149) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * (-2.0 / ((-2.0 * ((c * a) / b)) + (b * 2.0)));
} else {
tmp_2 = ((b - fma(-1.0, b, (2.0 * (a / (b / c))))) / a) * -0.5;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = 2.0 / fma(2.0, (a / b), ((b * -2.0) / c));
} else {
tmp_1 = (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 <= -5e+149) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c * Float64(-2.0 / Float64(Float64(-2.0 * Float64(Float64(c * a) / b)) + Float64(b * 2.0)))); else tmp_2 = Float64(Float64(Float64(b - fma(-1.0, b, Float64(2.0 * Float64(a / Float64(b / c))))) / a) * -0.5); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(2.0 / fma(2.0, Float64(a / b), Float64(Float64(b * -2.0) / c))); 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
code[a_, b_, c_] := If[LessEqual[b, -5e+149], If[GreaterEqual[b, 0.0], N[(c * N[(-2.0 / N[(N[(-2.0 * N[(N[(c * a), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] + N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b - N[(-1.0 * b + N[(2.0 * N[(a / N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] * -0.5), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(2.0 / N[(2.0 * N[(a / b), $MachinePrecision] + N[(N[(b * -2.0), $MachinePrecision] / c), $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 -5 \cdot 10^{+149}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \frac{-2}{-2 \cdot \frac{c \cdot a}{b} + b \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{b - \mathsf{fma}\left(-1, b, 2 \cdot \frac{a}{\frac{b}{c}}\right)}{a} \cdot -0.5\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2}{\mathsf{fma}\left(2, \frac{a}{b}, \frac{b \cdot -2}{c}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\end{array}
\end{array}
if b < -4.9999999999999999e149Initial program 41.8%
Simplified41.8%
Taylor expanded in b around -inf 89.1%
fma-def89.1%
associate-/l*97.2%
Simplified97.2%
Taylor expanded in b around inf 97.2%
if -4.9999999999999999e149 < b Initial program 79.2%
Simplified79.2%
Taylor expanded in b around inf 73.6%
+-commutative73.6%
fma-def73.6%
associate-*r/73.6%
*-commutative73.6%
Simplified73.6%
fma-udef73.6%
metadata-eval73.6%
distribute-rgt-neg-in73.6%
distribute-lft-neg-in73.6%
cancel-sign-sub-inv73.6%
associate-*r*73.6%
Applied egg-rr73.6%
Final simplification76.9%
(FPCore (a b c)
:precision binary64
(if (<= b -1.1e-38)
(if (>= b 0.0) (/ (* c 2.0) (* b (- 2.0))) (- (/ c b) (/ b a)))
(if (>= b 0.0)
(/ 2.0 (fma 2.0 (/ a b) (/ (* b -2.0) c)))
(/ (- (sqrt (* a (* c -4.0))) b) (* a 2.0)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -1.1e-38) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = (c * 2.0) / (b * -2.0);
} else {
tmp_2 = (c / b) - (b / a);
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = 2.0 / fma(2.0, (a / b), ((b * -2.0) / c));
} else {
tmp_1 = (sqrt((a * (c * -4.0))) - b) / (a * 2.0);
}
return tmp_1;
}
function code(a, b, c) tmp_1 = 0.0 if (b <= -1.1e-38) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(Float64(c * 2.0) / Float64(b * Float64(-2.0))); else tmp_2 = Float64(Float64(c / b) - Float64(b / a)); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(2.0 / fma(2.0, Float64(a / b), Float64(Float64(b * -2.0) / c))); else tmp_1 = Float64(Float64(sqrt(Float64(a * Float64(c * -4.0))) - b) / Float64(a * 2.0)); end return tmp_1 end
code[a_, b_, c_] := If[LessEqual[b, -1.1e-38], If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[(b * (-2.0)), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(2.0 / N[(2.0 * N[(a / b), $MachinePrecision] + N[(N[(b * -2.0), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.1 \cdot 10^{-38}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{b \cdot \left(-2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2}{\mathsf{fma}\left(2, \frac{a}{b}, \frac{b \cdot -2}{c}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt{a \cdot \left(c \cdot -4\right)} - b}{a \cdot 2}\\
\end{array}
\end{array}
if b < -1.10000000000000004e-38Initial program 72.9%
add-cube-cbrt72.9%
pow372.9%
*-commutative72.9%
*-commutative72.9%
Applied egg-rr72.9%
Taylor expanded in b around inf 72.9%
Taylor expanded in b around -inf 93.9%
+-commutative93.9%
mul-1-neg93.9%
unsub-neg93.9%
Simplified93.9%
if -1.10000000000000004e-38 < b Initial program 74.5%
Simplified74.4%
Taylor expanded in b around inf 67.3%
+-commutative67.3%
fma-def67.3%
associate-*r/67.3%
*-commutative67.3%
Simplified67.3%
Taylor expanded in b around 0 64.5%
metadata-eval64.5%
distribute-lft-neg-in64.5%
*-commutative64.5%
associate-*r*64.5%
distribute-lft-neg-in64.5%
distribute-lft-neg-in64.5%
metadata-eval64.5%
*-commutative64.5%
Simplified64.5%
Final simplification73.8%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (* c 2.0) (* b (- 2.0))) (- (/ c b) (/ b a))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = (c * 2.0) / (b * -2.0);
} 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 = (c * 2.0d0) / (b * -2.0d0)
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 = (c * 2.0) / (b * -2.0);
} else {
tmp = (c / b) - (b / a);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = (c * 2.0) / (b * -2.0) else: tmp = (c / b) - (b / a) return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(c * 2.0) / Float64(b * Float64(-2.0))); 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 = (c * 2.0) / (b * -2.0); else tmp = (c / b) - (b / a); end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(N[(c * 2.0), $MachinePrecision] / N[(b * (-2.0)), $MachinePrecision]), $MachinePrecision], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{c \cdot 2}{b \cdot \left(-2\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\end{array}
\end{array}
Initial program 74.0%
add-cube-cbrt73.5%
pow373.5%
*-commutative73.5%
*-commutative73.5%
Applied egg-rr73.5%
Taylor expanded in b around inf 68.9%
Taylor expanded in b around -inf 66.1%
+-commutative66.1%
mul-1-neg66.1%
unsub-neg66.1%
Simplified66.1%
Final simplification66.1%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ (- c) b) (/ (- b) a)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = -c / b;
} 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 = -c / b
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 = -c / b;
} else {
tmp = -b / a;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = -c / b else: tmp = -b / a return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(Float64(-c) / b); 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 = -c / b; else tmp = -b / a; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[((-c) / b), $MachinePrecision], N[((-b) / a), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{-c}{b}\\
\mathbf{else}:\\
\;\;\;\;\frac{-b}{a}\\
\end{array}
\end{array}
Initial program 74.0%
Simplified73.9%
Taylor expanded in b around inf 69.1%
+-commutative69.1%
fma-def69.1%
associate-*r/69.1%
*-commutative69.1%
Simplified69.1%
Taylor expanded in b around -inf 66.1%
associate-*r/66.1%
mul-1-neg66.1%
Simplified66.1%
Taylor expanded in a around 0 65.8%
mul-1-neg65.8%
Simplified65.8%
Final simplification65.8%
herbie shell --seed 2023293
(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))))