
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - (4.0d0 * (a * c))))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - (4.0d0 * (a * c))))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(a * c))))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - (4.0 * (a * c))))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - 4 \cdot \left(a \cdot c\right)}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(if (<= b -1.6e+161)
(- (/ c b) (/ b a))
(if (<= b 8.6e-130)
(/ (- (sqrt (- (* b b) (* 4.0 (* c a)))) b) (* a 2.0))
(if (<= b 1100.0)
(/ c (- b))
(if (<= b 11000000.0)
(/ (- (pow (pow (* a (* c -4.0)) 0.25) 2.0) b) (* a 2.0))
(/ 1.0 (fma 4.0 (/ (/ b c) -4.0) (/ a b))))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.6e+161) {
tmp = (c / b) - (b / a);
} else if (b <= 8.6e-130) {
tmp = (sqrt(((b * b) - (4.0 * (c * a)))) - b) / (a * 2.0);
} else if (b <= 1100.0) {
tmp = c / -b;
} else if (b <= 11000000.0) {
tmp = (pow(pow((a * (c * -4.0)), 0.25), 2.0) - b) / (a * 2.0);
} else {
tmp = 1.0 / fma(4.0, ((b / c) / -4.0), (a / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1.6e+161) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 8.6e-130) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a)))) - b) / Float64(a * 2.0)); elseif (b <= 1100.0) tmp = Float64(c / Float64(-b)); elseif (b <= 11000000.0) tmp = Float64(Float64(((Float64(a * Float64(c * -4.0)) ^ 0.25) ^ 2.0) - b) / Float64(a * 2.0)); else tmp = Float64(1.0 / fma(4.0, Float64(Float64(b / c) / -4.0), Float64(a / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1.6e+161], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 8.6e-130], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1100.0], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 11000000.0], N[(N[(N[Power[N[Power[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision], 0.25], $MachinePrecision], 2.0], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(4.0 * N[(N[(b / c), $MachinePrecision] / -4.0), $MachinePrecision] + N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.6 \cdot 10^{+161}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 8.6 \cdot 10^{-130}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)} - b}{a \cdot 2}\\
\mathbf{elif}\;b \leq 1100:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 11000000:\\
\;\;\;\;\frac{{\left({\left(a \cdot \left(c \cdot -4\right)\right)}^{0.25}\right)}^{2} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\mathsf{fma}\left(4, \frac{\frac{b}{c}}{-4}, \frac{a}{b}\right)}\\
\end{array}
\end{array}
if b < -1.60000000000000001e161Initial program 23.9%
*-commutative23.9%
Simplified23.9%
Taylor expanded in b around -inf 95.5%
+-commutative95.5%
mul-1-neg95.5%
unsub-neg95.5%
Simplified95.5%
if -1.60000000000000001e161 < b < 8.60000000000000058e-130Initial program 86.5%
if 8.60000000000000058e-130 < b < 1100Initial program 34.5%
*-commutative34.5%
Simplified34.5%
Taylor expanded in b around inf 60.3%
associate-*r/60.3%
neg-mul-160.3%
Simplified60.3%
if 1100 < b < 1.1e7Initial program 99.7%
*-commutative99.7%
Simplified99.7%
Taylor expanded in b around 0 99.7%
*-commutative99.7%
associate-*r*99.7%
Simplified99.7%
add-sqr-sqrt100.0%
pow2100.0%
pow1/2100.0%
sqrt-pow1100.0%
metadata-eval100.0%
Applied egg-rr100.0%
if 1.1e7 < b Initial program 13.2%
*-commutative13.2%
Simplified13.2%
frac-2neg13.2%
div-inv13.2%
Applied egg-rr13.3%
fma-define13.2%
+-commutative13.2%
unpow213.2%
rem-square-sqrt7.7%
hypot-define21.3%
*-commutative21.3%
*-commutative21.3%
*-commutative21.3%
associate-/r*21.3%
metadata-eval21.3%
Simplified21.3%
add-sqr-sqrt3.5%
pow23.5%
pow1/23.5%
sqrt-pow13.5%
metadata-eval3.5%
Applied egg-rr21.3%
associate-*r/21.3%
clear-num21.3%
pow-pow21.3%
metadata-eval21.3%
pow1/221.3%
Applied egg-rr21.3%
Taylor expanded in a around 0 0.0%
fma-define0.0%
associate-/r*0.0%
unpow20.0%
rem-square-sqrt95.4%
Simplified95.4%
Final simplification88.1%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ (- (sqrt (* a (* c -4.0))) b) (* a 2.0))))
(if (<= b -1.02e-96)
(- (/ c b) (/ b a))
(if (<= b 1.6e-133)
t_0
(if (<= b 1100.0)
(/ c (- b))
(if (<= b 11000000.0)
t_0
(/ 1.0 (fma 4.0 (/ (/ b c) -4.0) (/ a b)))))))))
double code(double a, double b, double c) {
double t_0 = (sqrt((a * (c * -4.0))) - b) / (a * 2.0);
double tmp;
if (b <= -1.02e-96) {
tmp = (c / b) - (b / a);
} else if (b <= 1.6e-133) {
tmp = t_0;
} else if (b <= 1100.0) {
tmp = c / -b;
} else if (b <= 11000000.0) {
tmp = t_0;
} else {
tmp = 1.0 / fma(4.0, ((b / c) / -4.0), (a / b));
}
return tmp;
}
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(a * Float64(c * -4.0))) - b) / Float64(a * 2.0)) tmp = 0.0 if (b <= -1.02e-96) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 1.6e-133) tmp = t_0; elseif (b <= 1100.0) tmp = Float64(c / Float64(-b)); elseif (b <= 11000000.0) tmp = t_0; else tmp = Float64(1.0 / fma(4.0, Float64(Float64(b / c) / -4.0), Float64(a / b))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, -1.02e-96], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1.6e-133], t$95$0, If[LessEqual[b, 1100.0], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 11000000.0], t$95$0, N[(1.0 / N[(4.0 * N[(N[(b / c), $MachinePrecision] / -4.0), $MachinePrecision] + N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{a \cdot \left(c \cdot -4\right)} - b}{a \cdot 2}\\
\mathbf{if}\;b \leq -1.02 \cdot 10^{-96}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 1.6 \cdot 10^{-133}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;b \leq 1100:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 11000000:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\mathsf{fma}\left(4, \frac{\frac{b}{c}}{-4}, \frac{a}{b}\right)}\\
\end{array}
\end{array}
if b < -1.02000000000000007e-96Initial program 63.6%
*-commutative63.6%
Simplified63.6%
Taylor expanded in b around -inf 88.2%
+-commutative88.2%
mul-1-neg88.2%
unsub-neg88.2%
Simplified88.2%
if -1.02000000000000007e-96 < b < 1.60000000000000006e-133 or 1100 < b < 1.1e7Initial program 82.7%
*-commutative82.7%
Simplified82.7%
Taylor expanded in b around 0 80.8%
*-commutative80.8%
associate-*r*80.8%
Simplified80.8%
pow1/280.8%
metadata-eval80.8%
pow-pow80.6%
+-commutative80.6%
unsub-neg80.6%
pow-pow80.8%
metadata-eval80.8%
pow1/280.8%
Applied egg-rr80.8%
if 1.60000000000000006e-133 < b < 1100Initial program 34.5%
*-commutative34.5%
Simplified34.5%
Taylor expanded in b around inf 60.3%
associate-*r/60.3%
neg-mul-160.3%
Simplified60.3%
if 1.1e7 < b Initial program 13.2%
*-commutative13.2%
Simplified13.2%
frac-2neg13.2%
div-inv13.2%
Applied egg-rr13.3%
fma-define13.2%
+-commutative13.2%
unpow213.2%
rem-square-sqrt7.7%
hypot-define21.3%
*-commutative21.3%
*-commutative21.3%
*-commutative21.3%
associate-/r*21.3%
metadata-eval21.3%
Simplified21.3%
add-sqr-sqrt3.5%
pow23.5%
pow1/23.5%
sqrt-pow13.5%
metadata-eval3.5%
Applied egg-rr21.3%
associate-*r/21.3%
clear-num21.3%
pow-pow21.3%
metadata-eval21.3%
pow1/221.3%
Applied egg-rr21.3%
Taylor expanded in a around 0 0.0%
fma-define0.0%
associate-/r*0.0%
unpow20.0%
rem-square-sqrt95.4%
Simplified95.4%
Final simplification85.8%
(FPCore (a b c)
:precision binary64
(if (<= b -1.6e+161)
(- (/ c b) (/ b a))
(if (<= b 5.2e-130)
(/ (- (sqrt (- (* b b) (* 4.0 (* c a)))) b) (* a 2.0))
(if (<= b 1100.0)
(/ c (- b))
(if (<= b 21000000.0)
(/ (- (sqrt (* a (* c -4.0))) b) (* a 2.0))
(/ 1.0 (fma 4.0 (/ (/ b c) -4.0) (/ a b))))))))
double code(double a, double b, double c) {
double tmp;
if (b <= -1.6e+161) {
tmp = (c / b) - (b / a);
} else if (b <= 5.2e-130) {
tmp = (sqrt(((b * b) - (4.0 * (c * a)))) - b) / (a * 2.0);
} else if (b <= 1100.0) {
tmp = c / -b;
} else if (b <= 21000000.0) {
tmp = (sqrt((a * (c * -4.0))) - b) / (a * 2.0);
} else {
tmp = 1.0 / fma(4.0, ((b / c) / -4.0), (a / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -1.6e+161) tmp = Float64(Float64(c / b) - Float64(b / a)); elseif (b <= 5.2e-130) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(4.0 * Float64(c * a)))) - b) / Float64(a * 2.0)); elseif (b <= 1100.0) tmp = Float64(c / Float64(-b)); elseif (b <= 21000000.0) tmp = Float64(Float64(sqrt(Float64(a * Float64(c * -4.0))) - b) / Float64(a * 2.0)); else tmp = Float64(1.0 / fma(4.0, Float64(Float64(b / c) / -4.0), Float64(a / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -1.6e+161], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 5.2e-130], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[b, 1100.0], N[(c / (-b)), $MachinePrecision], If[LessEqual[b, 21000000.0], N[(N[(N[Sqrt[N[(a * N[(c * -4.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(4.0 * N[(N[(b / c), $MachinePrecision] / -4.0), $MachinePrecision] + N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -1.6 \cdot 10^{+161}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{elif}\;b \leq 5.2 \cdot 10^{-130}:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 4 \cdot \left(c \cdot a\right)} - b}{a \cdot 2}\\
\mathbf{elif}\;b \leq 1100:\\
\;\;\;\;\frac{c}{-b}\\
\mathbf{elif}\;b \leq 21000000:\\
\;\;\;\;\frac{\sqrt{a \cdot \left(c \cdot -4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\mathsf{fma}\left(4, \frac{\frac{b}{c}}{-4}, \frac{a}{b}\right)}\\
\end{array}
\end{array}
if b < -1.60000000000000001e161Initial program 23.9%
*-commutative23.9%
Simplified23.9%
Taylor expanded in b around -inf 95.5%
+-commutative95.5%
mul-1-neg95.5%
unsub-neg95.5%
Simplified95.5%
if -1.60000000000000001e161 < b < 5.2000000000000001e-130Initial program 86.5%
if 5.2000000000000001e-130 < b < 1100Initial program 34.5%
*-commutative34.5%
Simplified34.5%
Taylor expanded in b around inf 60.3%
associate-*r/60.3%
neg-mul-160.3%
Simplified60.3%
if 1100 < b < 2.1e7Initial program 99.7%
*-commutative99.7%
Simplified99.7%
Taylor expanded in b around 0 99.7%
*-commutative99.7%
associate-*r*99.7%
Simplified99.7%
pow1/299.7%
metadata-eval99.7%
pow-pow100.0%
+-commutative100.0%
unsub-neg100.0%
pow-pow99.7%
metadata-eval99.7%
pow1/299.7%
Applied egg-rr99.7%
if 2.1e7 < b Initial program 13.2%
*-commutative13.2%
Simplified13.2%
frac-2neg13.2%
div-inv13.2%
Applied egg-rr13.3%
fma-define13.2%
+-commutative13.2%
unpow213.2%
rem-square-sqrt7.7%
hypot-define21.3%
*-commutative21.3%
*-commutative21.3%
*-commutative21.3%
associate-/r*21.3%
metadata-eval21.3%
Simplified21.3%
add-sqr-sqrt3.5%
pow23.5%
pow1/23.5%
sqrt-pow13.5%
metadata-eval3.5%
Applied egg-rr21.3%
associate-*r/21.3%
clear-num21.3%
pow-pow21.3%
metadata-eval21.3%
pow1/221.3%
Applied egg-rr21.3%
Taylor expanded in a around 0 0.0%
fma-define0.0%
associate-/r*0.0%
unpow20.0%
rem-square-sqrt95.4%
Simplified95.4%
Final simplification88.1%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (- (/ c b) (/ b a)) (/ 1.0 (fma 4.0 (/ (/ b c) -4.0) (/ a b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = (c / b) - (b / a);
} else {
tmp = 1.0 / fma(4.0, ((b / c) / -4.0), (a / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) tmp = Float64(Float64(c / b) - Float64(b / a)); else tmp = Float64(1.0 / fma(4.0, Float64(Float64(b / c) / -4.0), Float64(a / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(4.0 * N[(N[(b / c), $MachinePrecision] / -4.0), $MachinePrecision] + N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\mathsf{fma}\left(4, \frac{\frac{b}{c}}{-4}, \frac{a}{b}\right)}\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 67.7%
*-commutative67.7%
Simplified67.7%
Taylor expanded in b around -inf 69.9%
+-commutative69.9%
mul-1-neg69.9%
unsub-neg69.9%
Simplified69.9%
if -4.999999999999985e-310 < b Initial program 32.8%
*-commutative32.8%
Simplified32.8%
frac-2neg32.8%
div-inv32.7%
Applied egg-rr32.7%
fma-define32.7%
+-commutative32.7%
unpow232.7%
rem-square-sqrt29.2%
hypot-define37.1%
*-commutative37.1%
*-commutative37.1%
*-commutative37.1%
associate-/r*37.1%
metadata-eval37.1%
Simplified37.1%
add-sqr-sqrt25.9%
pow225.9%
pow1/225.9%
sqrt-pow125.9%
metadata-eval25.9%
Applied egg-rr37.1%
associate-*r/37.1%
clear-num37.1%
pow-pow37.1%
metadata-eval37.1%
pow1/237.1%
Applied egg-rr37.1%
Taylor expanded in a around 0 0.0%
fma-define0.0%
associate-/r*0.0%
unpow20.0%
rem-square-sqrt69.9%
Simplified69.9%
Final simplification69.9%
(FPCore (a b c) :precision binary64 (if (<= b -5e-310) (- (/ c b) (/ b a)) (/ c (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= -5e-310) {
tmp = (c / b) - (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 <= (-5d-310)) then
tmp = (c / b) - (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 <= -5e-310) {
tmp = (c / b) - (b / a);
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= -5e-310: tmp = (c / b) - (b / a) else: tmp = c / -b return tmp
function code(a, b, c) tmp = 0.0 if (b <= -5e-310) tmp = Float64(Float64(c / b) - Float64(b / a)); else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= -5e-310) tmp = (c / b) - (b / a); else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, -5e-310], N[(N[(c / b), $MachinePrecision] - N[(b / a), $MachinePrecision]), $MachinePrecision], N[(c / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq -5 \cdot 10^{-310}:\\
\;\;\;\;\frac{c}{b} - \frac{b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
if b < -4.999999999999985e-310Initial program 67.7%
*-commutative67.7%
Simplified67.7%
Taylor expanded in b around -inf 69.9%
+-commutative69.9%
mul-1-neg69.9%
unsub-neg69.9%
Simplified69.9%
if -4.999999999999985e-310 < b Initial program 32.8%
*-commutative32.8%
Simplified32.8%
Taylor expanded in b around inf 69.4%
associate-*r/69.4%
neg-mul-169.4%
Simplified69.4%
Final simplification69.7%
(FPCore (a b c) :precision binary64 (if (<= b 5.4e-5) (/ (- b) a) (/ c b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 5.4e-5) {
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 <= 5.4d-5) 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 <= 5.4e-5) {
tmp = -b / a;
} else {
tmp = c / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 5.4e-5: tmp = -b / a else: tmp = c / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 5.4e-5) tmp = Float64(Float64(-b) / a); else tmp = Float64(c / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 5.4e-5) tmp = -b / a; else tmp = c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 5.4e-5], N[((-b) / a), $MachinePrecision], N[(c / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 5.4 \cdot 10^{-5}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{b}\\
\end{array}
\end{array}
if b < 5.3999999999999998e-5Initial program 65.2%
*-commutative65.2%
Simplified65.2%
Taylor expanded in b around -inf 51.8%
associate-*r/51.8%
mul-1-neg51.8%
Simplified51.8%
if 5.3999999999999998e-5 < b Initial program 18.4%
*-commutative18.4%
Simplified18.4%
Taylor expanded in b around -inf 2.5%
Taylor expanded in b around 0 25.5%
Final simplification43.3%
(FPCore (a b c) :precision binary64 (if (<= b 1.08e-296) (/ (- b) a) (/ c (- b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.08e-296) {
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 <= 1.08d-296) 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 <= 1.08e-296) {
tmp = -b / a;
} else {
tmp = c / -b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1.08e-296: tmp = -b / a else: tmp = c / -b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1.08e-296) tmp = Float64(Float64(-b) / a); else tmp = Float64(c / Float64(-b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 1.08e-296) tmp = -b / a; else tmp = c / -b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1.08e-296], N[((-b) / a), $MachinePrecision], N[(c / (-b)), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.08 \cdot 10^{-296}:\\
\;\;\;\;\frac{-b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c}{-b}\\
\end{array}
\end{array}
if b < 1.08e-296Initial program 67.2%
*-commutative67.2%
Simplified67.2%
Taylor expanded in b around -inf 68.8%
associate-*r/68.8%
mul-1-neg68.8%
Simplified68.8%
if 1.08e-296 < b Initial program 33.0%
*-commutative33.0%
Simplified33.0%
Taylor expanded in b around inf 69.9%
associate-*r/69.9%
neg-mul-169.9%
Simplified69.9%
Final simplification69.4%
(FPCore (a b c) :precision binary64 (/ c b))
double code(double a, double b, double c) {
return c / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = c / b
end function
public static double code(double a, double b, double c) {
return c / b;
}
def code(a, b, c): return c / b
function code(a, b, c) return Float64(c / b) end
function tmp = code(a, b, c) tmp = c / b; end
code[a_, b_, c_] := N[(c / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c}{b}
\end{array}
Initial program 50.2%
*-commutative50.2%
Simplified50.2%
Taylor expanded in b around -inf 34.4%
Taylor expanded in b around 0 10.3%
Final simplification10.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (fabs (/ b 2.0)))
(t_1 (* (sqrt (fabs a)) (sqrt (fabs c))))
(t_2
(if (== (copysign a c) a)
(* (sqrt (- t_0 t_1)) (sqrt (+ t_0 t_1)))
(hypot (/ b 2.0) t_1))))
(if (< b 0.0) (/ (- t_2 (/ b 2.0)) a) (/ (- c) (+ (/ b 2.0) t_2)))))
double code(double a, double b, double c) {
double t_0 = fabs((b / 2.0));
double t_1 = sqrt(fabs(a)) * sqrt(fabs(c));
double tmp;
if (copysign(a, c) == a) {
tmp = sqrt((t_0 - t_1)) * sqrt((t_0 + t_1));
} else {
tmp = hypot((b / 2.0), t_1);
}
double t_2 = tmp;
double tmp_1;
if (b < 0.0) {
tmp_1 = (t_2 - (b / 2.0)) / a;
} else {
tmp_1 = -c / ((b / 2.0) + t_2);
}
return tmp_1;
}
public static double code(double a, double b, double c) {
double t_0 = Math.abs((b / 2.0));
double t_1 = Math.sqrt(Math.abs(a)) * Math.sqrt(Math.abs(c));
double tmp;
if (Math.copySign(a, c) == a) {
tmp = Math.sqrt((t_0 - t_1)) * Math.sqrt((t_0 + t_1));
} else {
tmp = Math.hypot((b / 2.0), t_1);
}
double t_2 = tmp;
double tmp_1;
if (b < 0.0) {
tmp_1 = (t_2 - (b / 2.0)) / a;
} else {
tmp_1 = -c / ((b / 2.0) + t_2);
}
return tmp_1;
}
def code(a, b, c): t_0 = math.fabs((b / 2.0)) t_1 = math.sqrt(math.fabs(a)) * math.sqrt(math.fabs(c)) tmp = 0 if math.copysign(a, c) == a: tmp = math.sqrt((t_0 - t_1)) * math.sqrt((t_0 + t_1)) else: tmp = math.hypot((b / 2.0), t_1) t_2 = tmp tmp_1 = 0 if b < 0.0: tmp_1 = (t_2 - (b / 2.0)) / a else: tmp_1 = -c / ((b / 2.0) + t_2) return tmp_1
function code(a, b, c) t_0 = abs(Float64(b / 2.0)) t_1 = Float64(sqrt(abs(a)) * sqrt(abs(c))) tmp = 0.0 if (copysign(a, c) == a) tmp = Float64(sqrt(Float64(t_0 - t_1)) * sqrt(Float64(t_0 + t_1))); else tmp = hypot(Float64(b / 2.0), t_1); end t_2 = tmp tmp_1 = 0.0 if (b < 0.0) tmp_1 = Float64(Float64(t_2 - Float64(b / 2.0)) / a); else tmp_1 = Float64(Float64(-c) / Float64(Float64(b / 2.0) + t_2)); end return tmp_1 end
function tmp_3 = code(a, b, c) t_0 = abs((b / 2.0)); t_1 = sqrt(abs(a)) * sqrt(abs(c)); tmp = 0.0; if ((sign(c) * abs(a)) == a) tmp = sqrt((t_0 - t_1)) * sqrt((t_0 + t_1)); else tmp = hypot((b / 2.0), t_1); end t_2 = tmp; tmp_2 = 0.0; if (b < 0.0) tmp_2 = (t_2 - (b / 2.0)) / a; else tmp_2 = -c / ((b / 2.0) + t_2); end tmp_3 = tmp_2; end
code[a_, b_, c_] := Block[{t$95$0 = N[Abs[N[(b / 2.0), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[Sqrt[N[Abs[a], $MachinePrecision]], $MachinePrecision] * N[Sqrt[N[Abs[c], $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = If[Equal[N[With[{TMP1 = Abs[a], TMP2 = Sign[c]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision], a], N[(N[Sqrt[N[(t$95$0 - t$95$1), $MachinePrecision]], $MachinePrecision] * N[Sqrt[N[(t$95$0 + t$95$1), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[Sqrt[N[(b / 2.0), $MachinePrecision] ^ 2 + t$95$1 ^ 2], $MachinePrecision]]}, If[Less[b, 0.0], N[(N[(t$95$2 - N[(b / 2.0), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], N[((-c) / N[(N[(b / 2.0), $MachinePrecision] + t$95$2), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left|\frac{b}{2}\right|\\
t_1 := \sqrt{\left|a\right|} \cdot \sqrt{\left|c\right|}\\
t_2 := \begin{array}{l}
\mathbf{if}\;\mathsf{copysign}\left(a, c\right) = a:\\
\;\;\;\;\sqrt{t\_0 - t\_1} \cdot \sqrt{t\_0 + t\_1}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{hypot}\left(\frac{b}{2}, t\_1\right)\\
\end{array}\\
\mathbf{if}\;b < 0:\\
\;\;\;\;\frac{t\_2 - \frac{b}{2}}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{\frac{b}{2} + t\_2}\\
\end{array}
\end{array}
herbie shell --seed 2024040
(FPCore (a b c)
:name "quadp (p42, positive)"
:precision binary64
:herbie-expected 10
:herbie-target
(if (< b 0.0) (/ (- (if (== (copysign a c) a) (* (sqrt (- (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c))))) (sqrt (+ (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (hypot (/ b 2.0) (* (sqrt (fabs a)) (sqrt (fabs c))))) (/ b 2.0)) a) (/ (- c) (+ (/ b 2.0) (if (== (copysign a c) a) (* (sqrt (- (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c))))) (sqrt (+ (fabs (/ b 2.0)) (* (sqrt (fabs a)) (sqrt (fabs c)))))) (hypot (/ b 2.0) (* (sqrt (fabs a)) (sqrt (fabs c))))))))
(/ (+ (- b) (sqrt (- (* b b) (* 4.0 (* a c))))) (* 2.0 a)))