
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * 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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 3.0 a) c)))) (* 3.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * 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) - ((3.0d0 * a) * c)))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(3.0 * a) * c)))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((3.0 * a) * c)))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(3.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(3 \cdot a\right) \cdot c}}{3 \cdot a}
\end{array}
(FPCore (a b c) :precision binary64 (let* ((t_0 (sqrt (* a (* c 3.0))))) (/ (/ (* c a) a) (- (- b) (sqrt (* (+ b t_0) (- b t_0)))))))
double code(double a, double b, double c) {
double t_0 = sqrt((a * (c * 3.0)));
return ((c * a) / a) / (-b - sqrt(((b + t_0) * (b - t_0))));
}
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
t_0 = sqrt((a * (c * 3.0d0)))
code = ((c * a) / a) / (-b - sqrt(((b + t_0) * (b - t_0))))
end function
public static double code(double a, double b, double c) {
double t_0 = Math.sqrt((a * (c * 3.0)));
return ((c * a) / a) / (-b - Math.sqrt(((b + t_0) * (b - t_0))));
}
def code(a, b, c): t_0 = math.sqrt((a * (c * 3.0))) return ((c * a) / a) / (-b - math.sqrt(((b + t_0) * (b - t_0))))
function code(a, b, c) t_0 = sqrt(Float64(a * Float64(c * 3.0))) return Float64(Float64(Float64(c * a) / a) / Float64(Float64(-b) - sqrt(Float64(Float64(b + t_0) * Float64(b - t_0))))) end
function tmp = code(a, b, c) t_0 = sqrt((a * (c * 3.0))); tmp = ((c * a) / a) / (-b - sqrt(((b + t_0) * (b - t_0)))); end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(a * N[(c * 3.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, N[(N[(N[(c * a), $MachinePrecision] / a), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[(b + t$95$0), $MachinePrecision] * N[(b - t$95$0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{a \cdot \left(c \cdot 3\right)}\\
\frac{\frac{c \cdot a}{a}}{\left(-b\right) - \sqrt{\left(b + t\_0\right) \cdot \left(b - t\_0\right)}}
\end{array}
\end{array}
Initial program 57.3%
add-sqr-sqrt57.3%
difference-of-squares57.4%
associate-*l*57.4%
associate-*l*57.4%
Applied egg-rr57.4%
associate-*r*57.4%
*-commutative57.4%
associate-*l*57.4%
associate-*r*57.4%
*-commutative57.4%
associate-*l*57.4%
Simplified57.4%
flip-+57.1%
pow257.1%
add-sqr-sqrt58.5%
associate-*r*58.5%
associate-*r*58.5%
Applied egg-rr58.5%
unpow258.5%
sqr-neg58.5%
unpow258.5%
associate-*l*58.5%
*-commutative58.5%
associate-*l*58.5%
*-commutative58.5%
Simplified58.5%
Taylor expanded in b around 0 98.5%
unpow298.5%
rem-square-sqrt99.1%
Simplified99.1%
expm1-log1p-u85.2%
expm1-udef62.4%
associate-/l/62.4%
*-commutative62.4%
Applied egg-rr62.4%
expm1-def85.1%
expm1-log1p99.1%
associate-/r*99.2%
associate-*r*99.1%
times-frac99.5%
*-commutative99.5%
metadata-eval99.5%
Simplified99.5%
Final simplification99.5%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)) -4e-7) (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* a 3.0)) (/ (* c -0.5) b)))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0)) <= -4e-7) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (a * 3.0);
} else {
tmp = (c * -0.5) / b;
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) <= -4e-7) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(c * -0.5) / b); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], -4e-7], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3} \leq -4 \cdot 10^{-7}:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -3.9999999999999998e-7Initial program 74.0%
+-commutative74.0%
sqr-neg74.0%
unsub-neg74.0%
div-sub73.1%
--rgt-identity73.1%
div-sub74.0%
Simplified74.1%
if -3.9999999999999998e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 29.9%
Taylor expanded in b around inf 84.6%
associate-*r/84.6%
Simplified84.6%
Final simplification78.1%
(FPCore (a b c)
:precision binary64
(if (<= b 1.8)
(/
(-
(sqrt
(+ (fma b b (* a (* c -3.0))) (fma (* c (- a)) 3.0 (* 3.0 (* c a)))))
b)
(* a 3.0))
(/
(/
(* a (* c 3.0))
(fma b -2.0 (fma -0.5 (/ (fma (- a) (* c 3.0) 0.0) b) 0.0)))
(* a 3.0))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.8) {
tmp = (sqrt((fma(b, b, (a * (c * -3.0))) + fma((c * -a), 3.0, (3.0 * (c * a))))) - b) / (a * 3.0);
} else {
tmp = ((a * (c * 3.0)) / fma(b, -2.0, fma(-0.5, (fma(-a, (c * 3.0), 0.0) / b), 0.0))) / (a * 3.0);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 1.8) tmp = Float64(Float64(sqrt(Float64(fma(b, b, Float64(a * Float64(c * -3.0))) + fma(Float64(c * Float64(-a)), 3.0, Float64(3.0 * Float64(c * a))))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(Float64(a * Float64(c * 3.0)) / fma(b, -2.0, fma(-0.5, Float64(fma(Float64(-a), Float64(c * 3.0), 0.0) / b), 0.0))) / Float64(a * 3.0)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 1.8], N[(N[(N[Sqrt[N[(N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(c * (-a)), $MachinePrecision] * 3.0 + N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(a * N[(c * 3.0), $MachinePrecision]), $MachinePrecision] / N[(b * -2.0 + N[(-0.5 * N[(N[((-a) * N[(c * 3.0), $MachinePrecision] + 0.0), $MachinePrecision] / b), $MachinePrecision] + 0.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.8:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right) + \mathsf{fma}\left(c \cdot \left(-a\right), 3, 3 \cdot \left(c \cdot a\right)\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{a \cdot \left(c \cdot 3\right)}{\mathsf{fma}\left(b, -2, \mathsf{fma}\left(-0.5, \frac{\mathsf{fma}\left(-a, c \cdot 3, 0\right)}{b}, 0\right)\right)}}{a \cdot 3}\\
\end{array}
\end{array}
if b < 1.80000000000000004Initial program 84.7%
*-un-lft-identity84.7%
associate-*l*84.7%
prod-diff84.8%
*-commutative84.8%
associate-*l*84.7%
fma-def84.7%
*-un-lft-identity84.7%
fma-def85.0%
distribute-lft-neg-in85.0%
*-commutative85.0%
distribute-rgt-neg-in85.0%
metadata-eval85.0%
associate-*r*85.0%
*-commutative85.0%
*-commutative85.0%
Applied egg-rr85.0%
if 1.80000000000000004 < b Initial program 49.8%
add-sqr-sqrt49.8%
difference-of-squares49.9%
associate-*l*49.9%
associate-*l*49.9%
Applied egg-rr49.9%
associate-*r*49.9%
*-commutative49.9%
associate-*l*49.9%
associate-*r*49.9%
*-commutative49.9%
associate-*l*49.9%
Simplified49.9%
flip-+49.6%
pow249.6%
add-sqr-sqrt51.1%
associate-*r*51.1%
associate-*r*51.1%
Applied egg-rr51.1%
unpow251.1%
sqr-neg51.1%
unpow251.1%
associate-*l*51.1%
*-commutative51.1%
associate-*l*51.1%
*-commutative51.1%
Simplified51.1%
Taylor expanded in b around 0 98.6%
unpow298.6%
rem-square-sqrt99.1%
Simplified99.1%
Taylor expanded in b around inf 86.6%
Simplified86.6%
Final simplification86.3%
(FPCore (a b c)
:precision binary64
(if (<= b 2.1)
(/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* a 3.0))
(/
(/
(* a (* c 3.0))
(fma b -2.0 (fma -0.5 (/ (fma (- a) (* c 3.0) 0.0) b) 0.0)))
(* a 3.0))))
double code(double a, double b, double c) {
double tmp;
if (b <= 2.1) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (a * 3.0);
} else {
tmp = ((a * (c * 3.0)) / fma(b, -2.0, fma(-0.5, (fma(-a, (c * 3.0), 0.0) / b), 0.0))) / (a * 3.0);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 2.1) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(Float64(a * Float64(c * 3.0)) / fma(b, -2.0, fma(-0.5, Float64(fma(Float64(-a), Float64(c * 3.0), 0.0) / b), 0.0))) / Float64(a * 3.0)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 2.1], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(a * N[(c * 3.0), $MachinePrecision]), $MachinePrecision] / N[(b * -2.0 + N[(-0.5 * N[(N[((-a) * N[(c * 3.0), $MachinePrecision] + 0.0), $MachinePrecision] / b), $MachinePrecision] + 0.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2.1:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{\frac{a \cdot \left(c \cdot 3\right)}{\mathsf{fma}\left(b, -2, \mathsf{fma}\left(-0.5, \frac{\mathsf{fma}\left(-a, c \cdot 3, 0\right)}{b}, 0\right)\right)}}{a \cdot 3}\\
\end{array}
\end{array}
if b < 2.10000000000000009Initial program 84.7%
+-commutative84.7%
sqr-neg84.7%
unsub-neg84.7%
div-sub83.7%
--rgt-identity83.7%
div-sub84.7%
Simplified84.9%
if 2.10000000000000009 < b Initial program 49.8%
add-sqr-sqrt49.8%
difference-of-squares49.9%
associate-*l*49.9%
associate-*l*49.9%
Applied egg-rr49.9%
associate-*r*49.9%
*-commutative49.9%
associate-*l*49.9%
associate-*r*49.9%
*-commutative49.9%
associate-*l*49.9%
Simplified49.9%
flip-+49.6%
pow249.6%
add-sqr-sqrt51.1%
associate-*r*51.1%
associate-*r*51.1%
Applied egg-rr51.1%
unpow251.1%
sqr-neg51.1%
unpow251.1%
associate-*l*51.1%
*-commutative51.1%
associate-*l*51.1%
*-commutative51.1%
Simplified51.1%
Taylor expanded in b around 0 98.6%
unpow298.6%
rem-square-sqrt99.1%
Simplified99.1%
Taylor expanded in b around inf 86.6%
Simplified86.6%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* c (* a 3.0)))) b) (* a 3.0)))) (if (<= t_0 -4e-7) t_0 (/ (* c -0.5) b))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0);
double tmp;
if (t_0 <= -4e-7) {
tmp = t_0;
} else {
tmp = (c * -0.5) / 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 * 3.0d0)))) - b) / (a * 3.0d0)
if (t_0 <= (-4d-7)) then
tmp = t_0
else
tmp = (c * (-0.5d0)) / 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 * 3.0)))) - b) / (a * 3.0);
double tmp;
if (t_0 <= -4e-7) {
tmp = t_0;
} else {
tmp = (c * -0.5) / b;
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0) tmp = 0 if t_0 <= -4e-7: tmp = t_0 else: tmp = (c * -0.5) / b return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 3.0)))) - b) / Float64(a * 3.0)) tmp = 0.0 if (t_0 <= -4e-7) tmp = t_0; else tmp = Float64(Float64(c * -0.5) / b); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - (c * (a * 3.0)))) - b) / (a * 3.0); tmp = 0.0; if (t_0 <= -4e-7) tmp = t_0; else tmp = (c * -0.5) / 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 * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -4e-7], t$95$0, N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 3\right)} - b}{a \cdot 3}\\
\mathbf{if}\;t\_0 \leq -4 \cdot 10^{-7}:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) < -3.9999999999999998e-7Initial program 74.0%
if -3.9999999999999998e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 29.9%
Taylor expanded in b around inf 84.6%
associate-*r/84.6%
Simplified84.6%
Final simplification78.0%
(FPCore (a b c) :precision binary64 (if (<= b 1.8) (/ (- (sqrt (fma b b (* a (* c -3.0)))) b) (* a 3.0)) (+ (* -0.5 (/ c b)) (* -0.375 (/ (* a (pow c 2.0)) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.8) {
tmp = (sqrt(fma(b, b, (a * (c * -3.0)))) - b) / (a * 3.0);
} else {
tmp = (-0.5 * (c / b)) + (-0.375 * ((a * pow(c, 2.0)) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 1.8) tmp = Float64(Float64(sqrt(fma(b, b, Float64(a * Float64(c * -3.0)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(-0.5 * Float64(c / b)) + Float64(-0.375 * Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 1.8], N[(N[(N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(-0.375 * N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.8:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;-0.5 \cdot \frac{c}{b} + -0.375 \cdot \frac{a \cdot {c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if b < 1.80000000000000004Initial program 84.7%
+-commutative84.7%
sqr-neg84.7%
unsub-neg84.7%
div-sub83.7%
--rgt-identity83.7%
div-sub84.7%
Simplified84.9%
if 1.80000000000000004 < b Initial program 49.8%
Taylor expanded in b around inf 86.3%
Final simplification86.0%
(FPCore (a b c) :precision binary64 (if (<= b 820.0) (/ (- (sqrt (- (* b b) (* 3.0 (* c a)))) b) (* a 3.0)) (/ (* c -0.5) b)))
double code(double a, double b, double c) {
double tmp;
if (b <= 820.0) {
tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0);
} else {
tmp = (c * -0.5) / 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 <= 820.0d0) then
tmp = (sqrt(((b * b) - (3.0d0 * (c * a)))) - b) / (a * 3.0d0)
else
tmp = (c * (-0.5d0)) / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 820.0) {
tmp = (Math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0);
} else {
tmp = (c * -0.5) / b;
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 820.0: tmp = (math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0) else: tmp = (c * -0.5) / b return tmp
function code(a, b, c) tmp = 0.0 if (b <= 820.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(3.0 * Float64(c * a)))) - b) / Float64(a * 3.0)); else tmp = Float64(Float64(c * -0.5) / b); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 820.0) tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0); else tmp = (c * -0.5) / b; end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 820.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 820:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{c \cdot -0.5}{b}\\
\end{array}
\end{array}
if b < 820Initial program 77.3%
Taylor expanded in a around 0 77.3%
if 820 < b Initial program 41.5%
Taylor expanded in b around inf 75.9%
associate-*r/75.9%
Simplified75.9%
Final simplification76.5%
(FPCore (a b c) :precision binary64 (* c (/ -0.5 b)))
double code(double a, double b, double c) {
return c * (-0.5 / 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 * ((-0.5d0) / b)
end function
public static double code(double a, double b, double c) {
return c * (-0.5 / b);
}
def code(a, b, c): return c * (-0.5 / b)
function code(a, b, c) return Float64(c * Float64(-0.5 / b)) end
function tmp = code(a, b, c) tmp = c * (-0.5 / b); end
code[a_, b_, c_] := N[(c * N[(-0.5 / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
c \cdot \frac{-0.5}{b}
\end{array}
Initial program 57.3%
Taylor expanded in b around inf 62.4%
associate-*r/62.4%
associate-/l*62.3%
Simplified62.3%
associate-/r/62.3%
Applied egg-rr62.3%
Final simplification62.3%
(FPCore (a b c) :precision binary64 (/ (* c -0.5) b))
double code(double a, double b, double c) {
return (c * -0.5) / 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 * (-0.5d0)) / b
end function
public static double code(double a, double b, double c) {
return (c * -0.5) / b;
}
def code(a, b, c): return (c * -0.5) / b
function code(a, b, c) return Float64(Float64(c * -0.5) / b) end
function tmp = code(a, b, c) tmp = (c * -0.5) / b; end
code[a_, b_, c_] := N[(N[(c * -0.5), $MachinePrecision] / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{c \cdot -0.5}{b}
\end{array}
Initial program 57.3%
Taylor expanded in b around inf 62.4%
associate-*r/62.4%
Simplified62.4%
Final simplification62.4%
(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%
add-sqr-sqrt57.3%
difference-of-squares57.4%
associate-*l*57.4%
associate-*l*57.4%
Applied egg-rr57.4%
associate-*r*57.4%
*-commutative57.4%
associate-*l*57.4%
associate-*r*57.4%
*-commutative57.4%
associate-*l*57.4%
Simplified57.4%
Taylor expanded in b around inf 3.2%
associate-*r/3.2%
distribute-lft1-in3.2%
metadata-eval3.2%
mul0-lft3.2%
metadata-eval3.2%
Simplified3.2%
Final simplification3.2%
herbie shell --seed 2024041
(FPCore (a b c)
:name "Cubic critical, 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) (* (* 3.0 a) c)))) (* 3.0 a)))