
(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 6 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) (* c (* a 4.0))))) (t_1 (/ (- c) b)))
(if (<= b -4.2e+162)
(if (>= b 0.0)
(/ 1.0 (/ (/ a -0.5) (+ b (hypot b (sqrt (* (* a -4.0) c))))))
(/ (- (- c) (* a (pow t_1 2.0))) b))
(if (<= b 5e+116)
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ (* c 2.0) (- t_0 b)))
(if (>= b 0.0) (/ b (- a)) t_1)))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double t_1 = -c / b;
double tmp_1;
if (b <= -4.2e+162) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = 1.0 / ((a / -0.5) / (b + hypot(b, sqrt(((a * -4.0) * c)))));
} else {
tmp_2 = (-c - (a * pow(t_1, 2.0))) / b;
}
tmp_1 = tmp_2;
} else if (b <= 5e+116) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_0) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = b / -a;
} else {
tmp_1 = t_1;
}
return tmp_1;
}
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - (c * (a * 4.0))));
double t_1 = -c / b;
double tmp_1;
if (b <= -4.2e+162) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = 1.0 / ((a / -0.5) / (b + Math.hypot(b, Math.sqrt(((a * -4.0) * c)))));
} else {
tmp_2 = (-c - (a * Math.pow(t_1, 2.0))) / b;
}
tmp_1 = tmp_2;
} else if (b <= 5e+116) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_0) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (t_0 - b);
}
tmp_1 = tmp_3;
} else if (b >= 0.0) {
tmp_1 = b / -a;
} else {
tmp_1 = t_1;
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (a * 4.0)))) t_1 = -c / b tmp_1 = 0 if b <= -4.2e+162: tmp_2 = 0 if b >= 0.0: tmp_2 = 1.0 / ((a / -0.5) / (b + math.hypot(b, math.sqrt(((a * -4.0) * c))))) else: tmp_2 = (-c - (a * math.pow(t_1, 2.0))) / b tmp_1 = tmp_2 elif b <= 5e+116: tmp_3 = 0 if b >= 0.0: tmp_3 = (-b - t_0) / (a * 2.0) else: tmp_3 = (c * 2.0) / (t_0 - b) tmp_1 = tmp_3 elif b >= 0.0: tmp_1 = b / -a else: tmp_1 = 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 = Float64(Float64(-c) / b) tmp_1 = 0.0 if (b <= -4.2e+162) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(1.0 / Float64(Float64(a / -0.5) / Float64(b + hypot(b, sqrt(Float64(Float64(a * -4.0) * c)))))); else tmp_2 = Float64(Float64(Float64(-c) - Float64(a * (t_1 ^ 2.0))) / b); end tmp_1 = tmp_2; elseif (b <= 5e+116) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(-b) - t_0) / Float64(a * 2.0)); else tmp_3 = Float64(Float64(c * 2.0) / Float64(t_0 - b)); end tmp_1 = tmp_3; elseif (b >= 0.0) tmp_1 = Float64(b / Float64(-a)); else tmp_1 = t_1; end return tmp_1 end
function tmp_5 = code(a, b, c) t_0 = sqrt(((b * b) - (c * (a * 4.0)))); t_1 = -c / b; tmp_2 = 0.0; if (b <= -4.2e+162) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = 1.0 / ((a / -0.5) / (b + hypot(b, sqrt(((a * -4.0) * c))))); else tmp_3 = (-c - (a * (t_1 ^ 2.0))) / b; end tmp_2 = tmp_3; elseif (b <= 5e+116) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (-b - t_0) / (a * 2.0); else tmp_4 = (c * 2.0) / (t_0 - b); end tmp_2 = tmp_4; elseif (b >= 0.0) tmp_2 = b / -a; else tmp_2 = t_1; end tmp_5 = tmp_2; 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) / b), $MachinePrecision]}, If[LessEqual[b, -4.2e+162], If[GreaterEqual[b, 0.0], N[(1.0 / N[(N[(a / -0.5), $MachinePrecision] / N[(b + N[Sqrt[b ^ 2 + N[Sqrt[N[(N[(a * -4.0), $MachinePrecision] * c), $MachinePrecision]], $MachinePrecision] ^ 2], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[((-c) - N[(a * N[Power[t$95$1, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]], If[LessEqual[b, 5e+116], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$0 - b), $MachinePrecision]), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], t$95$1]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
t_1 := \frac{-c}{b}\\
\mathbf{if}\;b \leq -4.2 \cdot 10^{+162}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{1}{\frac{\frac{a}{-0.5}}{b + \mathsf{hypot}\left(b, \sqrt{\left(a \cdot -4\right) \cdot c}\right)}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-c\right) - a \cdot {t\_1}^{2}}{b}\\
\end{array}\\
\mathbf{elif}\;b \leq 5 \cdot 10^{+116}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_0}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_0 - b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;t\_1\\
\end{array}
\end{array}
if b < -4.2000000000000001e162Initial program 46.3%
Simplified46.6%
add-cube-cbrt46.6%
pow346.6%
clear-num46.6%
un-div-inv46.6%
pow246.6%
Applied egg-rr46.6%
Taylor expanded in b around 0 46.3%
clear-num46.3%
inv-pow46.3%
rem-cube-cbrt46.3%
+-commutative46.3%
pow246.3%
add-sqr-sqrt46.3%
hypot-define46.3%
Applied egg-rr46.3%
unpow-146.3%
associate-/r*46.3%
associate-*r*46.3%
Simplified46.3%
Taylor expanded in b around -inf 77.5%
mul-1-neg77.5%
distribute-neg-frac277.5%
associate-/l*80.0%
unpow280.0%
unpow280.0%
times-frac100.0%
sqr-neg100.0%
distribute-frac-neg2100.0%
distribute-frac-neg2100.0%
unpow1100.0%
pow-plus100.0%
metadata-eval100.0%
Simplified100.0%
if -4.2000000000000001e162 < b < 5.00000000000000025e116Initial program 91.3%
if 5.00000000000000025e116 < b Initial program 46.3%
Simplified46.4%
Taylor expanded in b around inf 94.2%
associate-*r/94.2%
mul-1-neg94.2%
Simplified94.2%
Taylor expanded in b around -inf 94.2%
Taylor expanded in b around 0 94.2%
neg-mul-194.2%
distribute-frac-neg294.2%
mul-1-neg94.2%
Simplified94.2%
Final simplification93.2%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (if (>= b 0.0) (/ b (- a)) (/ (- c) b)))
(t_1 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (<= b -7e+127)
t_0
(if (<= b -1e-310)
(if (>= b 0.0)
(* c (- (/ 1.0 b) (/ (/ b a) c)))
(/ (* c 2.0) (- t_1 b)))
(if (<= b 1.6e+120)
(if (>= b 0.0)
(/ (- (- b) t_1) (* a 2.0))
(/ (* c 2.0) (- (sqrt (- (* b b) (* (* a -4.0) c))) b)))
t_0)))))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = b / -a;
} else {
tmp = -c / b;
}
double t_0 = tmp;
double t_1 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -7e+127) {
tmp_1 = t_0;
} else if (b <= -1e-310) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * ((1.0 / b) - ((b / a) / c));
} else {
tmp_2 = (c * 2.0) / (t_1 - b);
}
tmp_1 = tmp_2;
} else if (b <= 1.6e+120) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_1) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (sqrt(((b * b) - ((a * -4.0) * c))) - b);
}
tmp_1 = tmp_3;
} 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) :: t_1
real(8) :: tmp
real(8) :: tmp_1
real(8) :: tmp_2
real(8) :: tmp_3
if (b >= 0.0d0) then
tmp = b / -a
else
tmp = -c / b
end if
t_0 = tmp
t_1 = sqrt(((b * b) - (c * (a * 4.0d0))))
if (b <= (-7d+127)) then
tmp_1 = t_0
else if (b <= (-1d-310)) then
if (b >= 0.0d0) then
tmp_2 = c * ((1.0d0 / b) - ((b / a) / c))
else
tmp_2 = (c * 2.0d0) / (t_1 - b)
end if
tmp_1 = tmp_2
else if (b <= 1.6d+120) then
if (b >= 0.0d0) then
tmp_3 = (-b - t_1) / (a * 2.0d0)
else
tmp_3 = (c * 2.0d0) / (sqrt(((b * b) - ((a * (-4.0d0)) * c))) - b)
end if
tmp_1 = tmp_3
else
tmp_1 = t_0
end if
code = tmp_1
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;
}
double t_0 = tmp;
double t_1 = Math.sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if (b <= -7e+127) {
tmp_1 = t_0;
} else if (b <= -1e-310) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = c * ((1.0 / b) - ((b / a) / c));
} else {
tmp_2 = (c * 2.0) / (t_1 - b);
}
tmp_1 = tmp_2;
} else if (b <= 1.6e+120) {
double tmp_3;
if (b >= 0.0) {
tmp_3 = (-b - t_1) / (a * 2.0);
} else {
tmp_3 = (c * 2.0) / (Math.sqrt(((b * b) - ((a * -4.0) * c))) - b);
}
tmp_1 = tmp_3;
} else {
tmp_1 = t_0;
}
return tmp_1;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = b / -a else: tmp = -c / b t_0 = tmp t_1 = math.sqrt(((b * b) - (c * (a * 4.0)))) tmp_1 = 0 if b <= -7e+127: tmp_1 = t_0 elif b <= -1e-310: tmp_2 = 0 if b >= 0.0: tmp_2 = c * ((1.0 / b) - ((b / a) / c)) else: tmp_2 = (c * 2.0) / (t_1 - b) tmp_1 = tmp_2 elif b <= 1.6e+120: tmp_3 = 0 if b >= 0.0: tmp_3 = (-b - t_1) / (a * 2.0) else: tmp_3 = (c * 2.0) / (math.sqrt(((b * b) - ((a * -4.0) * c))) - b) tmp_1 = tmp_3 else: tmp_1 = t_0 return tmp_1
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(b / Float64(-a)); else tmp = Float64(Float64(-c) / b); end t_0 = tmp t_1 = sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) tmp_1 = 0.0 if (b <= -7e+127) tmp_1 = t_0; elseif (b <= -1e-310) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(c * Float64(Float64(1.0 / b) - Float64(Float64(b / a) / c))); else tmp_2 = Float64(Float64(c * 2.0) / Float64(t_1 - b)); end tmp_1 = tmp_2; elseif (b <= 1.6e+120) tmp_3 = 0.0 if (b >= 0.0) tmp_3 = Float64(Float64(Float64(-b) - t_1) / Float64(a * 2.0)); else tmp_3 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(Float64(a * -4.0) * c))) - b)); end tmp_1 = tmp_3; else tmp_1 = t_0; end return tmp_1 end
function tmp_5 = code(a, b, c) tmp = 0.0; if (b >= 0.0) tmp = b / -a; else tmp = -c / b; end t_0 = tmp; t_1 = sqrt(((b * b) - (c * (a * 4.0)))); tmp_2 = 0.0; if (b <= -7e+127) tmp_2 = t_0; elseif (b <= -1e-310) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = c * ((1.0 / b) - ((b / a) / c)); else tmp_3 = (c * 2.0) / (t_1 - b); end tmp_2 = tmp_3; elseif (b <= 1.6e+120) tmp_4 = 0.0; if (b >= 0.0) tmp_4 = (-b - t_1) / (a * 2.0); else tmp_4 = (c * 2.0) / (sqrt(((b * b) - ((a * -4.0) * c))) - b); end tmp_2 = tmp_4; else tmp_2 = t_0; end tmp_5 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[((-c) / b), $MachinePrecision]]}, Block[{t$95$1 = N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[b, -7e+127], t$95$0, If[LessEqual[b, -1e-310], If[GreaterEqual[b, 0.0], N[(c * N[(N[(1.0 / b), $MachinePrecision] - N[(N[(b / a), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$1 - b), $MachinePrecision]), $MachinePrecision]], If[LessEqual[b, 1.6e+120], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$1), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(a * -4.0), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]], t$95$0]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
t_1 := \sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)}\\
\mathbf{if}\;b \leq -7 \cdot 10^{+127}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq -1 \cdot 10^{-310}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;c \cdot \left(\frac{1}{b} - \frac{\frac{b}{a}}{c}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_1 - b}\\
\end{array}\\
\mathbf{elif}\;b \leq 1.6 \cdot 10^{+120}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_1}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - \left(a \cdot -4\right) \cdot c} - b}\\
\end{array}\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if b < -6.99999999999999956e127 or 1.59999999999999991e120 < b Initial program 49.3%
Simplified49.5%
Taylor expanded in b around inf 73.1%
associate-*r/73.1%
mul-1-neg73.1%
Simplified73.1%
Taylor expanded in b around -inf 94.7%
Taylor expanded in b around 0 94.8%
neg-mul-194.8%
distribute-frac-neg294.8%
mul-1-neg94.8%
Simplified94.8%
if -6.99999999999999956e127 < b < -9.999999999999969e-311Initial program 91.8%
Taylor expanded in a around 0 91.8%
distribute-lft-out--91.8%
associate-/l*91.8%
Simplified91.8%
Taylor expanded in c around -inf 91.8%
associate-*r*91.8%
mul-1-neg91.8%
associate-/r*91.8%
Simplified91.8%
if -9.999999999999969e-311 < b < 1.59999999999999991e120Initial program 92.3%
*-commutative92.3%
add-sqr-sqrt92.3%
sqrt-unprod92.3%
*-commutative92.3%
*-commutative92.3%
swap-sqr92.3%
metadata-eval92.3%
metadata-eval92.3%
swap-sqr92.3%
sqrt-unprod92.3%
add-sqr-sqrt92.3%
pow192.3%
Applied egg-rr92.3%
unpow192.3%
*-commutative92.3%
Simplified92.3%
Final simplification93.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (- (* b b) (* c (* a 4.0))))))
(if (or (<= b -6.5e+126) (not (<= b 1.2e+118)))
(if (>= b 0.0) (/ b (- a)) (/ (- c) b))
(if (>= b 0.0) (/ (- (- b) t_0) (* a 2.0)) (/ (* c 2.0) (- t_0 b))))))
double code(double a, double b, double c) {
double t_0 = sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if ((b <= -6.5e+126) || !(b <= 1.2e+118)) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (-b - t_0) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (t_0 - b);
}
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 = sqrt(((b * b) - (c * (a * 4.0d0))))
if ((b <= (-6.5d+126)) .or. (.not. (b <= 1.2d+118))) then
if (b >= 0.0d0) then
tmp_2 = b / -a
else
tmp_2 = -c / b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (-b - t_0) / (a * 2.0d0)
else
tmp_1 = (c * 2.0d0) / (t_0 - b)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt(((b * b) - (c * (a * 4.0))));
double tmp_1;
if ((b <= -6.5e+126) || !(b <= 1.2e+118)) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (-b - t_0) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (t_0 - b);
}
return tmp_1;
}
def code(a, b, c): t_0 = math.sqrt(((b * b) - (c * (a * 4.0)))) tmp_1 = 0 if (b <= -6.5e+126) or not (b <= 1.2e+118): tmp_2 = 0 if b >= 0.0: tmp_2 = b / -a else: tmp_2 = -c / b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (-b - t_0) / (a * 2.0) else: tmp_1 = (c * 2.0) / (t_0 - b) 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 <= -6.5e+126) || !(b <= 1.2e+118)) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / Float64(-a)); else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(Float64(-b) - t_0) / Float64(a * 2.0)); else tmp_1 = Float64(Float64(c * 2.0) / Float64(t_0 - b)); end return tmp_1 end
function tmp_4 = code(a, b, c) t_0 = sqrt(((b * b) - (c * (a * 4.0)))); tmp_2 = 0.0; if ((b <= -6.5e+126) || ~((b <= 1.2e+118))) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = b / -a; else tmp_3 = -c / b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (-b - t_0) / (a * 2.0); else tmp_2 = (c * 2.0) / (t_0 - b); end tmp_4 = tmp_2; 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[Or[LessEqual[b, -6.5e+126], N[Not[LessEqual[b, 1.2e+118]], $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[((-b) - t$95$0), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(t$95$0 - b), $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 -6.5 \cdot 10^{+126} \lor \neg \left(b \leq 1.2 \cdot 10^{+118}\right):\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{\left(-b\right) - t\_0}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{t\_0 - b}\\
\end{array}
\end{array}
if b < -6.5000000000000005e126 or 1.2e118 < b Initial program 49.3%
Simplified49.5%
Taylor expanded in b around inf 73.1%
associate-*r/73.1%
mul-1-neg73.1%
Simplified73.1%
Taylor expanded in b around -inf 94.7%
Taylor expanded in b around 0 94.8%
neg-mul-194.8%
distribute-frac-neg294.8%
mul-1-neg94.8%
Simplified94.8%
if -6.5000000000000005e126 < b < 1.2e118Initial program 92.0%
Final simplification93.1%
(FPCore (a b c)
:precision binary64
(if (or (<= b -7.5e+125) (not (<= b 6.2e-295)))
(if (>= b 0.0) (/ b (- a)) (/ (- c) b))
(if (>= b 0.0)
(* c (- (/ 1.0 b) (/ (/ b a) c)))
(/ (* c 2.0) (- (sqrt (- (* b b) (* c (* a 4.0)))) b)))))
double code(double a, double b, double c) {
double tmp_1;
if ((b <= -7.5e+125) || !(b <= 6.2e-295)) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = c * ((1.0 / b) - ((b / a) / c));
} else {
tmp_1 = (c * 2.0) / (sqrt(((b * b) - (c * (a * 4.0)))) - b);
}
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 <= (-7.5d+125)) .or. (.not. (b <= 6.2d-295))) then
if (b >= 0.0d0) then
tmp_2 = b / -a
else
tmp_2 = -c / b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = c * ((1.0d0 / b) - ((b / a) / c))
else
tmp_1 = (c * 2.0d0) / (sqrt(((b * b) - (c * (a * 4.0d0)))) - b)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double tmp_1;
if ((b <= -7.5e+125) || !(b <= 6.2e-295)) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = c * ((1.0 / b) - ((b / a) / c));
} else {
tmp_1 = (c * 2.0) / (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b);
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if (b <= -7.5e+125) or not (b <= 6.2e-295): tmp_2 = 0 if b >= 0.0: tmp_2 = b / -a else: tmp_2 = -c / b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = c * ((1.0 / b) - ((b / a) / c)) else: tmp_1 = (c * 2.0) / (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if ((b <= -7.5e+125) || !(b <= 6.2e-295)) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / Float64(-a)); else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(c * Float64(Float64(1.0 / b) - Float64(Float64(b / a) / c))); else tmp_1 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b)); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if ((b <= -7.5e+125) || ~((b <= 6.2e-295))) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = b / -a; else tmp_3 = -c / b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = c * ((1.0 / b) - ((b / a) / c)); else tmp_2 = (c * 2.0) / (sqrt(((b * b) - (c * (a * 4.0)))) - b); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[Or[LessEqual[b, -7.5e+125], N[Not[LessEqual[b, 6.2e-295]], $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(c * N[(N[(1.0 / b), $MachinePrecision] - N[(N[(b / a), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -7.5 \cdot 10^{+125} \lor \neg \left(b \leq 6.2 \cdot 10^{-295}\right):\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;c \cdot \left(\frac{1}{b} - \frac{\frac{b}{a}}{c}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}\\
\end{array}
\end{array}
if b < -7.5000000000000006e125 or 6.2000000000000004e-295 < b Initial program 68.1%
Simplified68.2%
Taylor expanded in b around inf 59.6%
associate-*r/59.6%
mul-1-neg59.6%
Simplified59.6%
Taylor expanded in b around -inf 71.7%
Taylor expanded in b around 0 71.8%
neg-mul-171.8%
distribute-frac-neg271.8%
mul-1-neg71.8%
Simplified71.8%
if -7.5000000000000006e125 < b < 6.2000000000000004e-295Initial program 91.9%
Taylor expanded in a around 0 90.7%
distribute-lft-out--90.7%
associate-/l*90.7%
Simplified90.7%
Taylor expanded in c around -inf 90.7%
associate-*r*90.7%
mul-1-neg90.7%
associate-/r*90.7%
Simplified90.7%
Final simplification77.9%
(FPCore (a b c)
:precision binary64
(if (<= b -5.5e+124)
(if (>= b 0.0) (/ b (- a)) (/ (- c) b))
(if (>= b 0.0)
(/ (* 2.0 (- (* a (/ c b)) b)) (* a 2.0))
(/ (* c 2.0) (- (sqrt (- (* b b) (* c (* a 4.0)))) b)))))
double code(double a, double b, double c) {
double tmp_1;
if (b <= -5.5e+124) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (sqrt(((b * b) - (c * (a * 4.0)))) - b);
}
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 <= (-5.5d+124)) then
if (b >= 0.0d0) then
tmp_2 = b / -a
else
tmp_2 = -c / b
end if
tmp_1 = tmp_2
else if (b >= 0.0d0) then
tmp_1 = (2.0d0 * ((a * (c / b)) - b)) / (a * 2.0d0)
else
tmp_1 = (c * 2.0d0) / (sqrt(((b * b) - (c * (a * 4.0d0)))) - b)
end if
code = tmp_1
end function
public static double code(double a, double b, double c) {
double tmp_1;
if (b <= -5.5e+124) {
double tmp_2;
if (b >= 0.0) {
tmp_2 = b / -a;
} else {
tmp_2 = -c / b;
}
tmp_1 = tmp_2;
} else if (b >= 0.0) {
tmp_1 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0);
} else {
tmp_1 = (c * 2.0) / (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b);
}
return tmp_1;
}
def code(a, b, c): tmp_1 = 0 if b <= -5.5e+124: tmp_2 = 0 if b >= 0.0: tmp_2 = b / -a else: tmp_2 = -c / b tmp_1 = tmp_2 elif b >= 0.0: tmp_1 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0) else: tmp_1 = (c * 2.0) / (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) return tmp_1
function code(a, b, c) tmp_1 = 0.0 if (b <= -5.5e+124) tmp_2 = 0.0 if (b >= 0.0) tmp_2 = Float64(b / Float64(-a)); else tmp_2 = Float64(Float64(-c) / b); end tmp_1 = tmp_2; elseif (b >= 0.0) tmp_1 = Float64(Float64(2.0 * Float64(Float64(a * Float64(c / b)) - b)) / Float64(a * 2.0)); else tmp_1 = Float64(Float64(c * 2.0) / Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b)); end return tmp_1 end
function tmp_4 = code(a, b, c) tmp_2 = 0.0; if (b <= -5.5e+124) tmp_3 = 0.0; if (b >= 0.0) tmp_3 = b / -a; else tmp_3 = -c / b; end tmp_2 = tmp_3; elseif (b >= 0.0) tmp_2 = (2.0 * ((a * (c / b)) - b)) / (a * 2.0); else tmp_2 = (c * 2.0) / (sqrt(((b * b) - (c * (a * 4.0)))) - b); end tmp_4 = tmp_2; end
code[a_, b_, c_] := If[LessEqual[b, -5.5e+124], If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[((-c) / b), $MachinePrecision]], If[GreaterEqual[b, 0.0], N[(N[(2.0 * N[(N[(a * N[(c / b), $MachinePrecision]), $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * 2.0), $MachinePrecision] / N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5.5 \cdot 10^{+124}:\\
\;\;\;\;\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}\\
\mathbf{elif}\;b \geq 0:\\
\;\;\;\;\frac{2 \cdot \left(a \cdot \frac{c}{b} - b\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot 2}{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}\\
\end{array}
\end{array}
if b < -5.49999999999999977e124Initial program 52.2%
Simplified52.5%
Taylor expanded in b around inf 52.5%
associate-*r/52.5%
mul-1-neg52.5%
Simplified52.5%
Taylor expanded in b around -inf 95.3%
Taylor expanded in b around 0 95.4%
neg-mul-195.4%
distribute-frac-neg295.4%
mul-1-neg95.4%
Simplified95.4%
if -5.49999999999999977e124 < b Initial program 81.4%
Taylor expanded in a around 0 71.3%
distribute-lft-out--71.3%
associate-/l*74.1%
Simplified74.1%
Final simplification78.2%
(FPCore (a b c) :precision binary64 (if (>= b 0.0) (/ b (- a)) (/ (- c) b)))
double code(double a, double b, double c) {
double tmp;
if (b >= 0.0) {
tmp = b / -a;
} 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 = b / -a
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 = b / -a;
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b >= 0.0: tmp = b / -a else: tmp = -c / b return tmp
function code(a, b, c) tmp = 0.0 if (b >= 0.0) tmp = Float64(b / Float64(-a)); else tmp = Float64(Float64(-c) / b); 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; end tmp_2 = tmp; end
code[a_, b_, c_] := If[GreaterEqual[b, 0.0], N[(b / (-a)), $MachinePrecision], N[((-c) / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \geq 0:\\
\;\;\;\;\frac{b}{-a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
Initial program 75.8%
Simplified75.8%
Taylor expanded in b around inf 69.6%
associate-*r/69.6%
mul-1-neg69.6%
Simplified69.6%
Taylor expanded in b around -inf 65.0%
Taylor expanded in b around 0 65.1%
neg-mul-165.1%
distribute-frac-neg265.1%
mul-1-neg65.1%
Simplified65.1%
Final simplification65.1%
herbie shell --seed 2024133
(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)))))))