
(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 9 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 (let* ((t_0 (* c (cbrt 64.0)))) (/ (* t_0 (- 0.5)) (+ b (sqrt (- (pow b 2.0) (* t_0 a)))))))
double code(double a, double b, double c) {
double t_0 = c * cbrt(64.0);
return (t_0 * -0.5) / (b + sqrt((pow(b, 2.0) - (t_0 * a))));
}
public static double code(double a, double b, double c) {
double t_0 = c * Math.cbrt(64.0);
return (t_0 * -0.5) / (b + Math.sqrt((Math.pow(b, 2.0) - (t_0 * a))));
}
function code(a, b, c) t_0 = Float64(c * cbrt(64.0)) return Float64(Float64(t_0 * Float64(-0.5)) / Float64(b + sqrt(Float64((b ^ 2.0) - Float64(t_0 * a))))) end
code[a_, b_, c_] := Block[{t$95$0 = N[(c * N[Power[64.0, 1/3], $MachinePrecision]), $MachinePrecision]}, N[(N[(t$95$0 * (-0.5)), $MachinePrecision] / N[(b + N[Sqrt[N[(N[Power[b, 2.0], $MachinePrecision] - N[(t$95$0 * a), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := c \cdot \sqrt[3]{64}\\
\frac{t\_0 \cdot \left(-0.5\right)}{b + \sqrt{{b}^{2} - t\_0 \cdot a}}
\end{array}
\end{array}
Initial program 57.3%
*-commutative57.3%
Simplified57.3%
add-cbrt-cube57.2%
pow1/357.1%
pow357.1%
associate-*l*57.1%
unpow-prod-down57.1%
metadata-eval57.1%
Applied egg-rr57.1%
flip-+57.0%
pow257.1%
add-sqr-sqrt58.6%
pow258.5%
unpow1/358.7%
*-commutative58.7%
cbrt-prod58.7%
unpow358.7%
add-cbrt-cube58.7%
*-commutative58.7%
Applied egg-rr58.7%
*-un-lft-identity58.7%
associate-/l/58.7%
associate--r-99.2%
neg-mul-199.2%
unpow-prod-down99.2%
metadata-eval99.2%
*-un-lft-identity99.2%
associate-*l*99.2%
associate-*l*99.2%
Applied egg-rr99.2%
*-lft-identity99.2%
associate-/r*99.4%
+-inverses99.4%
+-lft-identity99.4%
associate-*r*99.4%
*-commutative99.4%
associate-*r*99.4%
associate-*r*99.4%
*-commutative99.4%
associate-*r*99.4%
Simplified99.4%
Taylor expanded in a around 0 99.5%
*-commutative99.5%
Simplified99.5%
Final simplification99.5%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* 2.0 a)) -0.4)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a))
(-
(*
a
(* (pow c 3.0) (+ (* -2.0 (/ a (pow b 5.0))) (/ -1.0 (* c (pow b 3.0))))))
(/ c b))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a)) <= -0.4) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = (a * (pow(c, 3.0) * ((-2.0 * (a / pow(b, 5.0))) + (-1.0 / (c * pow(b, 3.0)))))) - (c / b);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(2.0 * a)) <= -0.4) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(a * Float64((c ^ 3.0) * Float64(Float64(-2.0 * Float64(a / (b ^ 5.0))) + Float64(-1.0 / Float64(c * (b ^ 3.0)))))) - Float64(c / b)); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], -0.4], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(a * N[(N[Power[c, 3.0], $MachinePrecision] * N[(N[(-2.0 * N[(a / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / N[(c * N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{2 \cdot a} \leq -0.4:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left({c}^{3} \cdot \left(-2 \cdot \frac{a}{{b}^{5}} + \frac{-1}{c \cdot {b}^{3}}\right)\right) - \frac{c}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) < -0.40000000000000002Initial program 86.0%
*-commutative86.0%
+-commutative86.0%
sqr-neg86.0%
unsub-neg86.0%
sqr-neg86.0%
fma-neg86.4%
distribute-lft-neg-in86.4%
*-commutative86.4%
*-commutative86.4%
distribute-rgt-neg-in86.4%
metadata-eval86.4%
Simplified86.4%
if -0.40000000000000002 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) Initial program 50.6%
*-commutative50.6%
Simplified50.6%
Taylor expanded in a around 0 93.7%
Taylor expanded in c around 0 93.7%
Taylor expanded in a around 0 91.4%
associate-*r/91.4%
associate-*r*91.4%
Simplified91.4%
Taylor expanded in c around inf 91.4%
Final simplification90.5%
(FPCore (a b c)
:precision binary64
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* 2.0 a)) -0.4)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a))
(*
c
(+
(* c (- (* -2.0 (/ (* c (pow a 2.0)) (pow b 5.0))) (/ a (pow b 3.0))))
(/ -1.0 b)))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a)) <= -0.4) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = c * ((c * ((-2.0 * ((c * pow(a, 2.0)) / pow(b, 5.0))) - (a / pow(b, 3.0)))) + (-1.0 / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(2.0 * a)) <= -0.4) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(c * Float64(Float64(c * Float64(Float64(-2.0 * Float64(Float64(c * (a ^ 2.0)) / (b ^ 5.0))) - Float64(a / (b ^ 3.0)))) + Float64(-1.0 / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], -0.4], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(c * N[(N[(c * N[(N[(-2.0 * N[(N[(c * N[Power[a, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(a / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{2 \cdot a} \leq -0.4:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;c \cdot \left(c \cdot \left(-2 \cdot \frac{c \cdot {a}^{2}}{{b}^{5}} - \frac{a}{{b}^{3}}\right) + \frac{-1}{b}\right)\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) < -0.40000000000000002Initial program 86.0%
*-commutative86.0%
+-commutative86.0%
sqr-neg86.0%
unsub-neg86.0%
sqr-neg86.0%
fma-neg86.4%
distribute-lft-neg-in86.4%
*-commutative86.4%
*-commutative86.4%
distribute-rgt-neg-in86.4%
metadata-eval86.4%
Simplified86.4%
if -0.40000000000000002 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) Initial program 50.6%
*-commutative50.6%
Simplified50.6%
Taylor expanded in c around 0 91.2%
Final simplification90.3%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (* (* c (cbrt 64.0)) a)))
(if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* 2.0 a)) -0.002648)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a))
(/ (/ t_0 (* 2.0 a)) (- (* 0.5 (/ t_0 b)) (* b 2.0))))))
double code(double a, double b, double c) {
double t_0 = (c * cbrt(64.0)) * a;
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a)) <= -0.002648) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = (t_0 / (2.0 * a)) / ((0.5 * (t_0 / b)) - (b * 2.0));
}
return tmp;
}
function code(a, b, c) t_0 = Float64(Float64(c * cbrt(64.0)) * a) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(2.0 * a)) <= -0.002648) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(t_0 / Float64(2.0 * a)) / Float64(Float64(0.5 * Float64(t_0 / b)) - Float64(b * 2.0))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(c * N[Power[64.0, 1/3], $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision]}, If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], -0.002648], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(t$95$0 / N[(2.0 * a), $MachinePrecision]), $MachinePrecision] / N[(N[(0.5 * N[(t$95$0 / b), $MachinePrecision]), $MachinePrecision] - N[(b * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(c \cdot \sqrt[3]{64}\right) \cdot a\\
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{2 \cdot a} \leq -0.002648:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{t\_0}{2 \cdot a}}{0.5 \cdot \frac{t\_0}{b} - b \cdot 2}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) < -0.0026480000000000002Initial program 80.6%
*-commutative80.6%
+-commutative80.6%
sqr-neg80.6%
unsub-neg80.6%
sqr-neg80.6%
fma-neg80.9%
distribute-lft-neg-in80.9%
*-commutative80.9%
*-commutative80.9%
distribute-rgt-neg-in80.9%
metadata-eval80.9%
Simplified80.9%
if -0.0026480000000000002 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) Initial program 45.9%
*-commutative45.9%
Simplified45.9%
add-cbrt-cube45.8%
pow1/345.8%
pow345.8%
associate-*l*45.8%
unpow-prod-down45.8%
metadata-eval45.8%
Applied egg-rr45.8%
flip-+45.7%
pow245.8%
add-sqr-sqrt47.4%
pow247.3%
unpow1/347.3%
*-commutative47.3%
cbrt-prod47.3%
unpow347.3%
add-cbrt-cube47.3%
*-commutative47.3%
Applied egg-rr47.4%
*-un-lft-identity47.4%
associate-/l/47.3%
associate--r-99.3%
neg-mul-199.3%
unpow-prod-down99.3%
metadata-eval99.3%
*-un-lft-identity99.3%
associate-*l*99.3%
associate-*l*99.3%
Applied egg-rr99.3%
*-lft-identity99.3%
associate-/r*99.5%
+-inverses99.5%
+-lft-identity99.5%
associate-*r*99.5%
*-commutative99.5%
associate-*r*99.5%
associate-*r*99.5%
*-commutative99.5%
associate-*r*99.5%
Simplified99.5%
Taylor expanded in a around 0 89.8%
Final simplification86.9%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* 2.0 a)) -0.002648) (/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* 2.0 a)) (/ (- (* a (- (pow (/ c b) 2.0))) c) b)))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a)) <= -0.002648) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (2.0 * a);
} else {
tmp = ((a * -pow((c / b), 2.0)) - c) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(2.0 * a)) <= -0.002648) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(2.0 * a)); else tmp = Float64(Float64(Float64(a * Float64(-(Float64(c / b) ^ 2.0))) - c) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], -0.002648], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(N[(a * (-N[Power[N[(c / b), $MachinePrecision], 2.0], $MachinePrecision])), $MachinePrecision] - c), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{2 \cdot a} \leq -0.002648:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{2 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{a \cdot \left(-{\left(\frac{c}{b}\right)}^{2}\right) - c}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) < -0.0026480000000000002Initial program 80.6%
*-commutative80.6%
+-commutative80.6%
sqr-neg80.6%
unsub-neg80.6%
sqr-neg80.6%
fma-neg80.9%
distribute-lft-neg-in80.9%
*-commutative80.9%
*-commutative80.9%
distribute-rgt-neg-in80.9%
metadata-eval80.9%
Simplified80.9%
if -0.0026480000000000002 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) Initial program 45.9%
*-commutative45.9%
Simplified45.9%
Taylor expanded in a around 0 89.4%
distribute-lft-out89.4%
associate-/l*89.4%
Simplified89.4%
Taylor expanded in b around inf 89.5%
neg-mul-189.5%
+-commutative89.5%
unsub-neg89.5%
mul-1-neg89.5%
associate-/l*89.5%
distribute-lft-neg-in89.5%
unpow289.5%
unpow289.5%
times-frac89.5%
unpow189.5%
pow-plus89.5%
metadata-eval89.5%
Simplified89.5%
Final simplification86.7%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* 2.0 a)))) (if (<= t_0 -0.002648) t_0 (/ (- (* a (- (pow (/ c b) 2.0))) c) b))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a);
double tmp;
if (t_0 <= -0.002648) {
tmp = t_0;
} else {
tmp = ((a * -pow((c / b), 2.0)) - 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 = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (2.0d0 * a)
if (t_0 <= (-0.002648d0)) then
tmp = t_0
else
tmp = ((a * -((c / b) ** 2.0d0)) - c) / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a);
double tmp;
if (t_0 <= -0.002648) {
tmp = t_0;
} else {
tmp = ((a * -Math.pow((c / b), 2.0)) - c) / b;
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a) tmp = 0 if t_0 <= -0.002648: tmp = t_0 else: tmp = ((a * -math.pow((c / b), 2.0)) - c) / b return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(2.0 * a)) tmp = 0.0 if (t_0 <= -0.002648) tmp = t_0; else tmp = Float64(Float64(Float64(a * Float64(-(Float64(c / b) ^ 2.0))) - c) / b); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (2.0 * a); tmp = 0.0; if (t_0 <= -0.002648) tmp = t_0; else tmp = ((a * -((c / b) ^ 2.0)) - c) / b; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -0.002648], t$95$0, N[(N[(N[(a * (-N[Power[N[(c / b), $MachinePrecision], 2.0], $MachinePrecision])), $MachinePrecision] - c), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{2 \cdot a}\\
\mathbf{if}\;t\_0 \leq -0.002648:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{a \cdot \left(-{\left(\frac{c}{b}\right)}^{2}\right) - c}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) < -0.0026480000000000002Initial program 80.6%
if -0.0026480000000000002 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 #s(literal 4 binary64) a) c)))) (*.f64 #s(literal 2 binary64) a)) Initial program 45.9%
*-commutative45.9%
Simplified45.9%
Taylor expanded in a around 0 89.4%
distribute-lft-out89.4%
associate-/l*89.4%
Simplified89.4%
Taylor expanded in b around inf 89.5%
neg-mul-189.5%
+-commutative89.5%
unsub-neg89.5%
mul-1-neg89.5%
associate-/l*89.5%
distribute-lft-neg-in89.5%
unpow289.5%
unpow289.5%
times-frac89.5%
unpow189.5%
pow-plus89.5%
metadata-eval89.5%
Simplified89.5%
Final simplification86.6%
(FPCore (a b c) :precision binary64 (/ (- (* a (- (pow (/ c b) 2.0))) c) b))
double code(double a, double b, double c) {
return ((a * -pow((c / b), 2.0)) - 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 = ((a * -((c / b) ** 2.0d0)) - c) / b
end function
public static double code(double a, double b, double c) {
return ((a * -Math.pow((c / b), 2.0)) - c) / b;
}
def code(a, b, c): return ((a * -math.pow((c / b), 2.0)) - c) / b
function code(a, b, c) return Float64(Float64(Float64(a * Float64(-(Float64(c / b) ^ 2.0))) - c) / b) end
function tmp = code(a, b, c) tmp = ((a * -((c / b) ^ 2.0)) - c) / b; end
code[a_, b_, c_] := N[(N[(N[(a * (-N[Power[N[(c / b), $MachinePrecision], 2.0], $MachinePrecision])), $MachinePrecision] - c), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{a \cdot \left(-{\left(\frac{c}{b}\right)}^{2}\right) - c}{b}
\end{array}
Initial program 57.3%
*-commutative57.3%
Simplified57.3%
Taylor expanded in a around 0 79.9%
distribute-lft-out79.9%
associate-/l*79.9%
Simplified79.9%
Taylor expanded in b around inf 80.0%
neg-mul-180.0%
+-commutative80.0%
unsub-neg80.0%
mul-1-neg80.0%
associate-/l*80.0%
distribute-lft-neg-in80.0%
unpow280.0%
unpow280.0%
times-frac80.0%
unpow180.0%
pow-plus80.0%
metadata-eval80.0%
Simplified80.0%
Final simplification80.0%
(FPCore (a b c) :precision binary64 (/ (* a (/ (* -2.0 (+ c (* a (* (/ c b) (/ c b))))) b)) (* 2.0 a)))
double code(double a, double b, double c) {
return (a * ((-2.0 * (c + (a * ((c / b) * (c / b))))) / b)) / (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 = (a * (((-2.0d0) * (c + (a * ((c / b) * (c / b))))) / b)) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (a * ((-2.0 * (c + (a * ((c / b) * (c / b))))) / b)) / (2.0 * a);
}
def code(a, b, c): return (a * ((-2.0 * (c + (a * ((c / b) * (c / b))))) / b)) / (2.0 * a)
function code(a, b, c) return Float64(Float64(a * Float64(Float64(-2.0 * Float64(c + Float64(a * Float64(Float64(c / b) * Float64(c / b))))) / b)) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (a * ((-2.0 * (c + (a * ((c / b) * (c / b))))) / b)) / (2.0 * a); end
code[a_, b_, c_] := N[(N[(a * N[(N[(-2.0 * N[(c + N[(a * N[(N[(c / b), $MachinePrecision] * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{a \cdot \frac{-2 \cdot \left(c + a \cdot \left(\frac{c}{b} \cdot \frac{c}{b}\right)\right)}{b}}{2 \cdot a}
\end{array}
Initial program 57.3%
*-commutative57.3%
Simplified57.3%
Taylor expanded in a around 0 79.9%
distribute-lft-out79.9%
associate-/l*79.9%
Simplified79.9%
Taylor expanded in b around inf 79.9%
distribute-lft-out79.9%
associate-/l*79.9%
unpow279.9%
unpow279.9%
times-frac79.9%
unpow179.9%
pow-plus79.9%
metadata-eval79.9%
Simplified79.9%
unpow279.9%
Applied egg-rr79.9%
Final simplification79.9%
(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 / Float64(-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%
*-commutative57.3%
Simplified57.3%
Taylor expanded in b around inf 62.2%
associate-*r/62.2%
mul-1-neg62.2%
Simplified62.2%
Final simplification62.2%
herbie shell --seed 2024110
(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)))