
(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(Float64(4.0 * 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[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 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(Float64(4.0 * 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[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(if (<= b 1550.0)
(/
(log1p
(expm1 (/ (* c (* 4.0 a)) (- (- b) (sqrt (fma b b (* c (* a -4.0))))))))
(* a 2.0))
(-
(-
(fma
-0.25
(* 20.0 (/ (pow c 4.0) (/ (pow b 7.0) (pow a 3.0))))
(* -2.0 (/ (* a a) (/ (pow b 5.0) (pow c 3.0)))))
(/ c b))
(/ (* c (* c a)) (pow b 3.0)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1550.0) {
tmp = log1p(expm1(((c * (4.0 * a)) / (-b - sqrt(fma(b, b, (c * (a * -4.0)))))))) / (a * 2.0);
} else {
tmp = (fma(-0.25, (20.0 * (pow(c, 4.0) / (pow(b, 7.0) / pow(a, 3.0)))), (-2.0 * ((a * a) / (pow(b, 5.0) / pow(c, 3.0))))) - (c / b)) - ((c * (c * a)) / pow(b, 3.0));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 1550.0) tmp = Float64(log1p(expm1(Float64(Float64(c * Float64(4.0 * a)) / Float64(Float64(-b) - sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))))))) / Float64(a * 2.0)); else tmp = Float64(Float64(fma(-0.25, Float64(20.0 * Float64((c ^ 4.0) / Float64((b ^ 7.0) / (a ^ 3.0)))), Float64(-2.0 * Float64(Float64(a * a) / Float64((b ^ 5.0) / (c ^ 3.0))))) - Float64(c / b)) - Float64(Float64(c * Float64(c * a)) / (b ^ 3.0))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 1550.0], N[(N[Log[1 + N[(Exp[N[(N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]] - 1), $MachinePrecision]], $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-0.25 * N[(20.0 * N[(N[Power[c, 4.0], $MachinePrecision] / N[(N[Power[b, 7.0], $MachinePrecision] / N[Power[a, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-2.0 * N[(N[(a * a), $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision] - N[(N[(c * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1550:\\
\;\;\;\;\frac{\mathsf{log1p}\left(\mathsf{expm1}\left(\frac{c \cdot \left(4 \cdot a\right)}{\left(-b\right) - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)}}\right)\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(-0.25, 20 \cdot \frac{{c}^{4}}{\frac{{b}^{7}}{{a}^{3}}}, -2 \cdot \frac{a \cdot a}{\frac{{b}^{5}}{{c}^{3}}}\right) - \frac{c}{b}\right) - \frac{c \cdot \left(c \cdot a\right)}{{b}^{3}}\\
\end{array}
\end{array}
if b < 1550Initial program 75.2%
log1p-expm1-u73.9%
neg-mul-173.9%
fma-def73.9%
*-commutative73.9%
*-commutative73.9%
Applied egg-rr73.9%
fma-udef73.9%
*-commutative73.9%
Applied egg-rr73.9%
neg-mul-173.9%
flip-+73.5%
add-sqr-sqrt75.0%
Applied egg-rr75.0%
sqr-neg75.0%
unpow275.0%
unpow275.0%
associate--r-97.8%
+-inverses97.8%
fma-neg97.8%
distribute-rgt-neg-in97.8%
distribute-lft-neg-in97.8%
metadata-eval97.8%
*-commutative97.8%
Simplified97.8%
if 1550 < b Initial program 45.4%
neg-sub045.4%
associate-+l-45.4%
sub0-neg45.4%
neg-mul-145.4%
associate-*l/45.3%
*-commutative45.3%
associate-/r*45.3%
/-rgt-identity45.3%
metadata-eval45.3%
Simplified45.3%
Taylor expanded in a around 0 97.0%
Simplified97.0%
Taylor expanded in c around 0 97.0%
associate-/l*97.0%
Simplified97.0%
Final simplification97.3%
(FPCore (a b c)
:precision binary64
(if (<= b 1600.0)
(/
(log1p
(expm1 (/ (* c (* 4.0 a)) (- (- b) (sqrt (fma b b (* c (* a -4.0))))))))
(* a 2.0))
(-
(fma
-0.25
(* (/ 20.0 a) (/ (pow (* c a) 4.0) (pow b 7.0)))
(- (* -2.0 (/ (pow c 3.0) (/ (pow b 5.0) (* a a)))) (/ c b)))
(/ (* c c) (/ (pow b 3.0) a)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1600.0) {
tmp = log1p(expm1(((c * (4.0 * a)) / (-b - sqrt(fma(b, b, (c * (a * -4.0)))))))) / (a * 2.0);
} else {
tmp = fma(-0.25, ((20.0 / a) * (pow((c * a), 4.0) / pow(b, 7.0))), ((-2.0 * (pow(c, 3.0) / (pow(b, 5.0) / (a * a)))) - (c / b))) - ((c * c) / (pow(b, 3.0) / a));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 1600.0) tmp = Float64(log1p(expm1(Float64(Float64(c * Float64(4.0 * a)) / Float64(Float64(-b) - sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))))))) / Float64(a * 2.0)); else tmp = Float64(fma(-0.25, Float64(Float64(20.0 / a) * Float64((Float64(c * a) ^ 4.0) / (b ^ 7.0))), Float64(Float64(-2.0 * Float64((c ^ 3.0) / Float64((b ^ 5.0) / Float64(a * a)))) - Float64(c / b))) - Float64(Float64(c * c) / Float64((b ^ 3.0) / a))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 1600.0], N[(N[Log[1 + N[(Exp[N[(N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]] - 1), $MachinePrecision]], $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-0.25 * N[(N[(20.0 / a), $MachinePrecision] * N[(N[Power[N[(c * a), $MachinePrecision], 4.0], $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(-2.0 * N[(N[Power[c, 3.0], $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(c * c), $MachinePrecision] / N[(N[Power[b, 3.0], $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1600:\\
\;\;\;\;\frac{\mathsf{log1p}\left(\mathsf{expm1}\left(\frac{c \cdot \left(4 \cdot a\right)}{\left(-b\right) - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)}}\right)\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-0.25, \frac{20}{a} \cdot \frac{{\left(c \cdot a\right)}^{4}}{{b}^{7}}, -2 \cdot \frac{{c}^{3}}{\frac{{b}^{5}}{a \cdot a}} - \frac{c}{b}\right) - \frac{c \cdot c}{\frac{{b}^{3}}{a}}\\
\end{array}
\end{array}
if b < 1600Initial program 75.2%
log1p-expm1-u73.9%
neg-mul-173.9%
fma-def73.9%
*-commutative73.9%
*-commutative73.9%
Applied egg-rr73.9%
fma-udef73.9%
*-commutative73.9%
Applied egg-rr73.9%
neg-mul-173.9%
flip-+73.5%
add-sqr-sqrt75.0%
Applied egg-rr75.0%
sqr-neg75.0%
unpow275.0%
unpow275.0%
associate--r-97.8%
+-inverses97.8%
fma-neg97.8%
distribute-rgt-neg-in97.8%
distribute-lft-neg-in97.8%
metadata-eval97.8%
*-commutative97.8%
Simplified97.8%
if 1600 < b Initial program 45.4%
log1p-expm1-u36.5%
neg-mul-136.5%
fma-def36.5%
*-commutative36.5%
*-commutative36.5%
Applied egg-rr36.5%
add-cbrt-cube36.5%
Applied egg-rr45.4%
associate-*l*45.4%
cube-unmult45.4%
Simplified45.4%
Taylor expanded in b around inf 96.9%
+-commutative96.9%
mul-1-neg96.9%
unsub-neg96.9%
Simplified96.9%
Taylor expanded in b around 0 96.9%
distribute-rgt-out96.9%
*-commutative96.9%
metadata-eval96.9%
pow-sqr96.9%
metadata-eval96.9%
pow-sqr96.9%
unswap-sqr96.9%
*-commutative96.9%
unpow296.9%
unpow296.9%
unswap-sqr96.9%
unpow296.9%
*-commutative96.9%
unpow296.9%
unpow296.9%
unswap-sqr96.9%
unpow296.9%
pow-sqr96.9%
metadata-eval96.9%
metadata-eval96.9%
Simplified96.9%
Final simplification97.3%
(FPCore (a b c)
:precision binary64
(if (<= b 1600.0)
(/
(log1p
(expm1 (/ (* c (* 4.0 a)) (- (- b) (sqrt (fma b b (* c (* a -4.0))))))))
(* a 2.0))
(-
(- (/ (* -2.0 (pow c 3.0)) (/ (pow b 5.0) (* a a))) (/ c b))
(/ (* c a) (/ (pow b 3.0) c)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1600.0) {
tmp = log1p(expm1(((c * (4.0 * a)) / (-b - sqrt(fma(b, b, (c * (a * -4.0)))))))) / (a * 2.0);
} else {
tmp = (((-2.0 * pow(c, 3.0)) / (pow(b, 5.0) / (a * a))) - (c / b)) - ((c * a) / (pow(b, 3.0) / c));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 1600.0) tmp = Float64(log1p(expm1(Float64(Float64(c * Float64(4.0 * a)) / Float64(Float64(-b) - sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))))))) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(Float64(-2.0 * (c ^ 3.0)) / Float64((b ^ 5.0) / Float64(a * a))) - Float64(c / b)) - Float64(Float64(c * a) / Float64((b ^ 3.0) / c))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 1600.0], N[(N[Log[1 + N[(Exp[N[(N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]] - 1), $MachinePrecision]], $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(-2.0 * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision] - N[(N[(c * a), $MachinePrecision] / N[(N[Power[b, 3.0], $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1600:\\
\;\;\;\;\frac{\mathsf{log1p}\left(\mathsf{expm1}\left(\frac{c \cdot \left(4 \cdot a\right)}{\left(-b\right) - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)}}\right)\right)}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{-2 \cdot {c}^{3}}{\frac{{b}^{5}}{a \cdot a}} - \frac{c}{b}\right) - \frac{c \cdot a}{\frac{{b}^{3}}{c}}\\
\end{array}
\end{array}
if b < 1600Initial program 75.2%
log1p-expm1-u73.9%
neg-mul-173.9%
fma-def73.9%
*-commutative73.9%
*-commutative73.9%
Applied egg-rr73.9%
fma-udef73.9%
*-commutative73.9%
Applied egg-rr73.9%
neg-mul-173.9%
flip-+73.5%
add-sqr-sqrt75.0%
Applied egg-rr75.0%
sqr-neg75.0%
unpow275.0%
unpow275.0%
associate--r-97.8%
+-inverses97.8%
fma-neg97.8%
distribute-rgt-neg-in97.8%
distribute-lft-neg-in97.8%
metadata-eval97.8%
*-commutative97.8%
Simplified97.8%
if 1600 < b Initial program 45.4%
log1p-expm1-u36.5%
neg-mul-136.5%
fma-def36.5%
*-commutative36.5%
*-commutative36.5%
Applied egg-rr36.5%
Taylor expanded in b around inf 95.4%
+-commutative95.4%
mul-1-neg95.4%
unpow295.4%
associate-*r*95.4%
unsub-neg95.4%
Simplified95.4%
Final simplification96.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* c (* 4.0 a))))
(if (<= b 6.15)
(/
(/ (+ (pow (- b) 2.0) (- t_0 (* b b))) (- (- b) (sqrt (- (* b b) t_0))))
(* a 2.0))
(-
(- (/ (* -2.0 (pow c 3.0)) (/ (pow b 5.0) (* a a))) (/ c b))
(/ (* c a) (/ (pow b 3.0) c))))))
double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double tmp;
if (b <= 6.15) {
tmp = ((pow(-b, 2.0) + (t_0 - (b * b))) / (-b - sqrt(((b * b) - t_0)))) / (a * 2.0);
} else {
tmp = (((-2.0 * pow(c, 3.0)) / (pow(b, 5.0) / (a * a))) - (c / b)) - ((c * a) / (pow(b, 3.0) / c));
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = c * (4.0d0 * a)
if (b <= 6.15d0) then
tmp = (((-b ** 2.0d0) + (t_0 - (b * b))) / (-b - sqrt(((b * b) - t_0)))) / (a * 2.0d0)
else
tmp = ((((-2.0d0) * (c ** 3.0d0)) / ((b ** 5.0d0) / (a * a))) - (c / b)) - ((c * a) / ((b ** 3.0d0) / c))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double tmp;
if (b <= 6.15) {
tmp = ((Math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - Math.sqrt(((b * b) - t_0)))) / (a * 2.0);
} else {
tmp = (((-2.0 * Math.pow(c, 3.0)) / (Math.pow(b, 5.0) / (a * a))) - (c / b)) - ((c * a) / (Math.pow(b, 3.0) / c));
}
return tmp;
}
def code(a, b, c): t_0 = c * (4.0 * a) tmp = 0 if b <= 6.15: tmp = ((math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - math.sqrt(((b * b) - t_0)))) / (a * 2.0) else: tmp = (((-2.0 * math.pow(c, 3.0)) / (math.pow(b, 5.0) / (a * a))) - (c / b)) - ((c * a) / (math.pow(b, 3.0) / c)) return tmp
function code(a, b, c) t_0 = Float64(c * Float64(4.0 * a)) tmp = 0.0 if (b <= 6.15) tmp = Float64(Float64(Float64((Float64(-b) ^ 2.0) + Float64(t_0 - Float64(b * b))) / Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - t_0)))) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(Float64(-2.0 * (c ^ 3.0)) / Float64((b ^ 5.0) / Float64(a * a))) - Float64(c / b)) - Float64(Float64(c * a) / Float64((b ^ 3.0) / c))); end return tmp end
function tmp_2 = code(a, b, c) t_0 = c * (4.0 * a); tmp = 0.0; if (b <= 6.15) tmp = (((-b ^ 2.0) + (t_0 - (b * b))) / (-b - sqrt(((b * b) - t_0)))) / (a * 2.0); else tmp = (((-2.0 * (c ^ 3.0)) / ((b ^ 5.0) / (a * a))) - (c / b)) - ((c * a) / ((b ^ 3.0) / c)); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 6.15], N[(N[(N[(N[Power[(-b), 2.0], $MachinePrecision] + N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(-2.0 * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[(N[Power[b, 5.0], $MachinePrecision] / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision] - N[(N[(c * a), $MachinePrecision] / N[(N[Power[b, 3.0], $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(4 \cdot a\right)\\
\mathbf{if}\;b \leq 6.15:\\
\;\;\;\;\frac{\frac{{\left(-b\right)}^{2} + \left(t_0 - b \cdot b\right)}{\left(-b\right) - \sqrt{b \cdot b - t_0}}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\left(\frac{-2 \cdot {c}^{3}}{\frac{{b}^{5}}{a \cdot a}} - \frac{c}{b}\right) - \frac{c \cdot a}{\frac{{b}^{3}}{c}}\\
\end{array}
\end{array}
if b < 6.1500000000000004Initial program 81.3%
flip-+81.1%
pow281.1%
add-sqr-sqrt82.3%
*-commutative82.3%
*-commutative82.3%
*-commutative82.3%
*-commutative82.3%
Applied egg-rr82.3%
if 6.1500000000000004 < b Initial program 50.8%
log1p-expm1-u43.3%
neg-mul-143.3%
fma-def43.3%
*-commutative43.3%
*-commutative43.3%
Applied egg-rr43.3%
Taylor expanded in b around inf 93.1%
+-commutative93.1%
mul-1-neg93.1%
unpow293.1%
associate-*r*93.1%
unsub-neg93.1%
Simplified93.1%
Final simplification90.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* c (* 4.0 a))))
(if (<= b 6.15)
(/
(/ (+ (pow (- b) 2.0) (- t_0 (* b b))) (- (- b) (sqrt (- (* b b) t_0))))
(* a 2.0))
(- (/ (* c (* c (- a))) (pow b 3.0)) (/ c b)))))
double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double tmp;
if (b <= 6.15) {
tmp = ((pow(-b, 2.0) + (t_0 - (b * b))) / (-b - sqrt(((b * b) - t_0)))) / (a * 2.0);
} else {
tmp = ((c * (c * -a)) / pow(b, 3.0)) - (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) :: t_0
real(8) :: tmp
t_0 = c * (4.0d0 * a)
if (b <= 6.15d0) then
tmp = (((-b ** 2.0d0) + (t_0 - (b * b))) / (-b - sqrt(((b * b) - t_0)))) / (a * 2.0d0)
else
tmp = ((c * (c * -a)) / (b ** 3.0d0)) - (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = c * (4.0 * a);
double tmp;
if (b <= 6.15) {
tmp = ((Math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - Math.sqrt(((b * b) - t_0)))) / (a * 2.0);
} else {
tmp = ((c * (c * -a)) / Math.pow(b, 3.0)) - (c / b);
}
return tmp;
}
def code(a, b, c): t_0 = c * (4.0 * a) tmp = 0 if b <= 6.15: tmp = ((math.pow(-b, 2.0) + (t_0 - (b * b))) / (-b - math.sqrt(((b * b) - t_0)))) / (a * 2.0) else: tmp = ((c * (c * -a)) / math.pow(b, 3.0)) - (c / b) return tmp
function code(a, b, c) t_0 = Float64(c * Float64(4.0 * a)) tmp = 0.0 if (b <= 6.15) tmp = Float64(Float64(Float64((Float64(-b) ^ 2.0) + Float64(t_0 - Float64(b * b))) / Float64(Float64(-b) - sqrt(Float64(Float64(b * b) - t_0)))) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(c * Float64(c * Float64(-a))) / (b ^ 3.0)) - Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) t_0 = c * (4.0 * a); tmp = 0.0; if (b <= 6.15) tmp = (((-b ^ 2.0) + (t_0 - (b * b))) / (-b - sqrt(((b * b) - t_0)))) / (a * 2.0); else tmp = ((c * (c * -a)) / (b ^ 3.0)) - (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[(4.0 * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 6.15], N[(N[(N[(N[Power[(-b), 2.0], $MachinePrecision] + N[(t$95$0 - N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[(b * b), $MachinePrecision] - t$95$0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(c * N[(c * (-a)), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \left(4 \cdot a\right)\\
\mathbf{if}\;b \leq 6.15:\\
\;\;\;\;\frac{\frac{{\left(-b\right)}^{2} + \left(t_0 - b \cdot b\right)}{\left(-b\right) - \sqrt{b \cdot b - t_0}}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot \left(c \cdot \left(-a\right)\right)}{{b}^{3}} - \frac{c}{b}\\
\end{array}
\end{array}
if b < 6.1500000000000004Initial program 81.3%
flip-+81.1%
pow281.1%
add-sqr-sqrt82.3%
*-commutative82.3%
*-commutative82.3%
*-commutative82.3%
*-commutative82.3%
Applied egg-rr82.3%
if 6.1500000000000004 < b Initial program 50.8%
neg-sub050.8%
associate-+l-50.8%
sub0-neg50.8%
neg-mul-150.8%
associate-*l/50.8%
*-commutative50.8%
associate-/r*50.8%
/-rgt-identity50.8%
metadata-eval50.8%
Simplified50.8%
Taylor expanded in b around inf 87.7%
+-commutative87.7%
mul-1-neg87.7%
unsub-neg87.7%
associate-*r/87.7%
neg-mul-187.7%
unpow287.7%
associate-*l*87.7%
Simplified87.7%
Final simplification86.5%
(FPCore (a b c) :precision binary64 (if (<= b 6.15) (* (- (sqrt (fma b b (* -4.0 (* c a)))) b) (/ 0.5 a)) (- (/ (* c (* c (- a))) (pow b 3.0)) (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 6.15) {
tmp = (sqrt(fma(b, b, (-4.0 * (c * a)))) - b) * (0.5 / a);
} else {
tmp = ((c * (c * -a)) / pow(b, 3.0)) - (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 6.15) tmp = Float64(Float64(sqrt(fma(b, b, Float64(-4.0 * Float64(c * a)))) - b) * Float64(0.5 / a)); else tmp = Float64(Float64(Float64(c * Float64(c * Float64(-a))) / (b ^ 3.0)) - Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 6.15], N[(N[(N[Sqrt[N[(b * b + N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(c * N[(c * (-a)), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 6.15:\\
\;\;\;\;\left(\sqrt{\mathsf{fma}\left(b, b, -4 \cdot \left(c \cdot a\right)\right)} - b\right) \cdot \frac{0.5}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot \left(c \cdot \left(-a\right)\right)}{{b}^{3}} - \frac{c}{b}\\
\end{array}
\end{array}
if b < 6.1500000000000004Initial program 81.3%
/-rgt-identity81.3%
metadata-eval81.3%
associate-/l*81.3%
associate-*r/81.3%
+-commutative81.3%
unsub-neg81.3%
fma-neg81.4%
associate-*l*81.4%
*-commutative81.4%
distribute-rgt-neg-in81.4%
metadata-eval81.4%
associate-/r*81.4%
metadata-eval81.4%
metadata-eval81.4%
Simplified81.4%
if 6.1500000000000004 < b Initial program 50.8%
neg-sub050.8%
associate-+l-50.8%
sub0-neg50.8%
neg-mul-150.8%
associate-*l/50.8%
*-commutative50.8%
associate-/r*50.8%
/-rgt-identity50.8%
metadata-eval50.8%
Simplified50.8%
Taylor expanded in b around inf 87.7%
+-commutative87.7%
mul-1-neg87.7%
unsub-neg87.7%
associate-*r/87.7%
neg-mul-187.7%
unpow287.7%
associate-*l*87.7%
Simplified87.7%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (if (<= b 6.15) (* (/ 0.5 a) (- (sqrt (+ (* b b) (* -4.0 (* c a)))) b)) (- (/ (* c (* c (- a))) (pow b 3.0)) (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 6.15) {
tmp = (0.5 / a) * (sqrt(((b * b) + (-4.0 * (c * a)))) - b);
} else {
tmp = ((c * (c * -a)) / pow(b, 3.0)) - (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 <= 6.15d0) then
tmp = (0.5d0 / a) * (sqrt(((b * b) + ((-4.0d0) * (c * a)))) - b)
else
tmp = ((c * (c * -a)) / (b ** 3.0d0)) - (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 6.15) {
tmp = (0.5 / a) * (Math.sqrt(((b * b) + (-4.0 * (c * a)))) - b);
} else {
tmp = ((c * (c * -a)) / Math.pow(b, 3.0)) - (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 6.15: tmp = (0.5 / a) * (math.sqrt(((b * b) + (-4.0 * (c * a)))) - b) else: tmp = ((c * (c * -a)) / math.pow(b, 3.0)) - (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 6.15) tmp = Float64(Float64(0.5 / a) * Float64(sqrt(Float64(Float64(b * b) + Float64(-4.0 * Float64(c * a)))) - b)); else tmp = Float64(Float64(Float64(c * Float64(c * Float64(-a))) / (b ^ 3.0)) - Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 6.15) tmp = (0.5 / a) * (sqrt(((b * b) + (-4.0 * (c * a)))) - b); else tmp = ((c * (c * -a)) / (b ^ 3.0)) - (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 6.15], N[(N[(0.5 / a), $MachinePrecision] * N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] + N[(-4.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[(N[(N[(c * N[(c * (-a)), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 6.15:\\
\;\;\;\;\frac{0.5}{a} \cdot \left(\sqrt{b \cdot b + -4 \cdot \left(c \cdot a\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot \left(c \cdot \left(-a\right)\right)}{{b}^{3}} - \frac{c}{b}\\
\end{array}
\end{array}
if b < 6.1500000000000004Initial program 81.3%
/-rgt-identity81.3%
metadata-eval81.3%
associate-/l*81.3%
associate-*r/81.3%
+-commutative81.3%
unsub-neg81.3%
fma-neg81.4%
associate-*l*81.4%
*-commutative81.4%
distribute-rgt-neg-in81.4%
metadata-eval81.4%
associate-/r*81.4%
metadata-eval81.4%
metadata-eval81.4%
Simplified81.4%
fma-udef81.3%
*-commutative81.3%
Applied egg-rr81.3%
if 6.1500000000000004 < b Initial program 50.8%
neg-sub050.8%
associate-+l-50.8%
sub0-neg50.8%
neg-mul-150.8%
associate-*l/50.8%
*-commutative50.8%
associate-/r*50.8%
/-rgt-identity50.8%
metadata-eval50.8%
Simplified50.8%
Taylor expanded in b around inf 87.7%
+-commutative87.7%
mul-1-neg87.7%
unsub-neg87.7%
associate-*r/87.7%
neg-mul-187.7%
unpow287.7%
associate-*l*87.7%
Simplified87.7%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (if (<= b 6.15) (/ (- (sqrt (+ (* b b) (* -4.0 (* c a)))) b) (* a 2.0)) (- (/ (* c (* c (- a))) (pow b 3.0)) (/ c b))))
double code(double a, double b, double c) {
double tmp;
if (b <= 6.15) {
tmp = (sqrt(((b * b) + (-4.0 * (c * a)))) - b) / (a * 2.0);
} else {
tmp = ((c * (c * -a)) / pow(b, 3.0)) - (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 <= 6.15d0) then
tmp = (sqrt(((b * b) + ((-4.0d0) * (c * a)))) - b) / (a * 2.0d0)
else
tmp = ((c * (c * -a)) / (b ** 3.0d0)) - (c / b)
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 6.15) {
tmp = (Math.sqrt(((b * b) + (-4.0 * (c * a)))) - b) / (a * 2.0);
} else {
tmp = ((c * (c * -a)) / Math.pow(b, 3.0)) - (c / b);
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 6.15: tmp = (math.sqrt(((b * b) + (-4.0 * (c * a)))) - b) / (a * 2.0) else: tmp = ((c * (c * -a)) / math.pow(b, 3.0)) - (c / b) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 6.15) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) + Float64(-4.0 * Float64(c * a)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(c * Float64(c * Float64(-a))) / (b ^ 3.0)) - Float64(c / b)); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 6.15) tmp = (sqrt(((b * b) + (-4.0 * (c * a)))) - b) / (a * 2.0); else tmp = ((c * (c * -a)) / (b ^ 3.0)) - (c / b); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 6.15], 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], N[(N[(N[(c * N[(c * (-a)), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 6.15:\\
\;\;\;\;\frac{\sqrt{b \cdot b + -4 \cdot \left(c \cdot a\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot \left(c \cdot \left(-a\right)\right)}{{b}^{3}} - \frac{c}{b}\\
\end{array}
\end{array}
if b < 6.1500000000000004Initial program 81.3%
*-commutative81.3%
+-commutative81.3%
unsub-neg81.3%
fma-neg81.3%
associate-*l*81.3%
*-commutative81.3%
distribute-rgt-neg-in81.3%
metadata-eval81.3%
Simplified81.3%
fma-udef81.3%
*-commutative81.3%
Applied egg-rr81.3%
if 6.1500000000000004 < b Initial program 50.8%
neg-sub050.8%
associate-+l-50.8%
sub0-neg50.8%
neg-mul-150.8%
associate-*l/50.8%
*-commutative50.8%
associate-/r*50.8%
/-rgt-identity50.8%
metadata-eval50.8%
Simplified50.8%
Taylor expanded in b around inf 87.7%
+-commutative87.7%
mul-1-neg87.7%
unsub-neg87.7%
associate-*r/87.7%
neg-mul-187.7%
unpow287.7%
associate-*l*87.7%
Simplified87.7%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (- (/ (* c (* c (- a))) (pow b 3.0)) (/ c b)))
double code(double a, double b, double c) {
return ((c * (c * -a)) / pow(b, 3.0)) - (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 * (c * -a)) / (b ** 3.0d0)) - (c / b)
end function
public static double code(double a, double b, double c) {
return ((c * (c * -a)) / Math.pow(b, 3.0)) - (c / b);
}
def code(a, b, c): return ((c * (c * -a)) / math.pow(b, 3.0)) - (c / b)
function code(a, b, c) return Float64(Float64(Float64(c * Float64(c * Float64(-a))) / (b ^ 3.0)) - Float64(c / b)) end
function tmp = code(a, b, c) tmp = ((c * (c * -a)) / (b ^ 3.0)) - (c / b); end
code[a_, b_, c_] := N[(N[(N[(c * N[(c * (-a)), $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot \left(c \cdot \left(-a\right)\right)}{{b}^{3}} - \frac{c}{b}
\end{array}
Initial program 57.3%
neg-sub057.3%
associate-+l-57.3%
sub0-neg57.3%
neg-mul-157.3%
associate-*l/57.2%
*-commutative57.2%
associate-/r*57.2%
/-rgt-identity57.2%
metadata-eval57.2%
Simplified57.3%
Taylor expanded in b around inf 81.8%
+-commutative81.8%
mul-1-neg81.8%
unsub-neg81.8%
associate-*r/81.8%
neg-mul-181.8%
unpow281.8%
associate-*l*81.8%
Simplified81.8%
Final simplification81.8%
(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(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 57.3%
neg-sub057.3%
associate-+l-57.3%
sub0-neg57.3%
neg-mul-157.3%
associate-*l/57.2%
*-commutative57.2%
associate-/r*57.2%
/-rgt-identity57.2%
metadata-eval57.2%
Simplified57.3%
Taylor expanded in b around inf 63.4%
associate-*r/63.4%
neg-mul-163.4%
Simplified63.4%
Final simplification63.4%
(FPCore (a b c) :precision binary64 (/ 0.0 a))
double code(double a, double b, double c) {
return 0.0 / a;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 0.0d0 / a
end function
public static double code(double a, double b, double c) {
return 0.0 / a;
}
def code(a, b, c): return 0.0 / a
function code(a, b, c) return Float64(0.0 / a) end
function tmp = code(a, b, c) tmp = 0.0 / a; end
code[a_, b_, c_] := N[(0.0 / a), $MachinePrecision]
\begin{array}{l}
\\
\frac{0}{a}
\end{array}
Initial program 57.3%
log1p-expm1-u51.4%
neg-mul-151.4%
fma-def51.4%
*-commutative51.4%
*-commutative51.4%
Applied egg-rr51.4%
Taylor expanded in c around 0 3.2%
associate-*r/3.2%
distribute-rgt1-in3.2%
metadata-eval3.2%
mul0-lft3.2%
metadata-eval3.2%
Simplified3.2%
Final simplification3.2%
herbie shell --seed 2023229
(FPCore (a b c)
:name "Quadratic roots, narrow range"
:precision binary64
:pre (and (and (and (< 1.0536712127723509e-8 a) (< a 94906265.62425156)) (and (< 1.0536712127723509e-8 b) (< b 94906265.62425156))) (and (< 1.0536712127723509e-8 c) (< c 94906265.62425156)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))