
(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 11 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 (/ (/ (- (- (pow b 2.0) (pow (- b) 2.0)) (* 3.0 (* a c))) (+ b (sqrt (- (pow b 2.0) (* a (* 3.0 c)))))) (* 3.0 a)))
double code(double a, double b, double c) {
return (((pow(b, 2.0) - pow(-b, 2.0)) - (3.0 * (a * c))) / (b + sqrt((pow(b, 2.0) - (a * (3.0 * 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 ** 2.0d0) - (-b ** 2.0d0)) - (3.0d0 * (a * c))) / (b + sqrt(((b ** 2.0d0) - (a * (3.0d0 * c)))))) / (3.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (((Math.pow(b, 2.0) - Math.pow(-b, 2.0)) - (3.0 * (a * c))) / (b + Math.sqrt((Math.pow(b, 2.0) - (a * (3.0 * c)))))) / (3.0 * a);
}
def code(a, b, c): return (((math.pow(b, 2.0) - math.pow(-b, 2.0)) - (3.0 * (a * c))) / (b + math.sqrt((math.pow(b, 2.0) - (a * (3.0 * c)))))) / (3.0 * a)
function code(a, b, c) return Float64(Float64(Float64(Float64((b ^ 2.0) - (Float64(-b) ^ 2.0)) - Float64(3.0 * Float64(a * c))) / Float64(b + sqrt(Float64((b ^ 2.0) - Float64(a * Float64(3.0 * c)))))) / Float64(3.0 * a)) end
function tmp = code(a, b, c) tmp = ((((b ^ 2.0) - (-b ^ 2.0)) - (3.0 * (a * c))) / (b + sqrt(((b ^ 2.0) - (a * (3.0 * c)))))) / (3.0 * a); end
code[a_, b_, c_] := N[(N[(N[(N[(N[Power[b, 2.0], $MachinePrecision] - N[Power[(-b), 2.0], $MachinePrecision]), $MachinePrecision] - N[(3.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[N[(N[Power[b, 2.0], $MachinePrecision] - N[(a * N[(3.0 * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{\left({b}^{2} - {\left(-b\right)}^{2}\right) - 3 \cdot \left(a \cdot c\right)}{b + \sqrt{{b}^{2} - a \cdot \left(3 \cdot c\right)}}}{3 \cdot a}
\end{array}
Initial program 54.4%
sqr-neg54.4%
sqr-neg54.4%
associate-*l*54.4%
Simplified54.4%
add-cube-cbrt54.4%
pow354.4%
Applied egg-rr54.4%
flip-+54.3%
pow254.3%
add-sqr-sqrt56.0%
pow256.0%
unpow356.0%
add-cube-cbrt56.1%
associate-*r*56.1%
*-commutative56.1%
pow256.1%
unpow356.1%
add-cube-cbrt56.1%
associate-*r*56.1%
Applied egg-rr56.1%
associate--r-99.3%
associate-*l*99.0%
*-commutative99.0%
associate-*l*99.0%
*-commutative99.0%
Simplified99.0%
Taylor expanded in a around 0 99.1%
Final simplification99.1%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -0.08) (* (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 0.3333333333333333 (/ 1.0 a))) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -0.08) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) * (0.3333333333333333 * (1.0 / a));
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -0.08) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) * Float64(0.3333333333333333 * Float64(1.0 / a))); else tmp = Float64(1.0 / Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -0.08], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] * N[(0.3333333333333333 * N[(1.0 / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -0.08:\\
\;\;\;\;\left(\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b\right) \cdot \left(0.3333333333333333 \cdot \frac{1}{a}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{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)) < -0.0800000000000000017Initial program 81.2%
sqr-neg81.2%
sqr-neg81.2%
associate-*l*81.2%
Simplified81.2%
add-cube-cbrt81.1%
pow381.1%
Applied egg-rr81.1%
div-inv81.2%
neg-mul-181.2%
fma-define81.2%
pow281.2%
unpow381.2%
add-cube-cbrt81.2%
associate-*r*81.3%
*-commutative81.3%
*-commutative81.3%
Applied egg-rr81.3%
*-commutative81.3%
*-commutative81.3%
associate-/r*81.2%
metadata-eval81.2%
fma-undefine81.2%
neg-mul-181.2%
+-commutative81.2%
unsub-neg81.2%
unpow281.2%
fma-neg81.6%
*-commutative81.6%
distribute-rgt-neg-in81.6%
distribute-rgt-neg-in81.6%
metadata-eval81.6%
Simplified81.6%
div-inv81.6%
Applied egg-rr81.6%
if -0.0800000000000000017 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 48.2%
sqr-neg48.2%
sqr-neg48.2%
associate-*l*48.2%
Simplified48.2%
add-cube-cbrt48.3%
pow348.2%
Applied egg-rr48.2%
Taylor expanded in b around inf 87.8%
+-commutative87.8%
fma-define87.8%
pow-base-187.8%
*-lft-identity87.8%
unpow287.8%
unpow287.8%
swap-sqr87.8%
unpow287.8%
pow-base-187.8%
associate-*r*87.8%
metadata-eval87.8%
associate-*r/87.8%
associate-*r*87.9%
*-commutative87.9%
Simplified87.9%
clear-num87.8%
inv-pow87.8%
*-commutative87.8%
div-inv87.8%
pow-flip87.8%
metadata-eval87.8%
associate-/l*87.9%
Applied egg-rr87.9%
unpow-187.9%
*-commutative87.9%
associate-*l*87.7%
Simplified87.7%
Taylor expanded in a around 0 88.5%
Final simplification87.2%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -0.08) (* (/ 1.0 (/ a 0.3333333333333333)) (- (sqrt (fma b b (* c (* a -3.0)))) b)) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -0.08) {
tmp = (1.0 / (a / 0.3333333333333333)) * (sqrt(fma(b, b, (c * (a * -3.0)))) - b);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -0.08) tmp = Float64(Float64(1.0 / Float64(a / 0.3333333333333333)) * Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b)); else tmp = Float64(1.0 / Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -0.08], N[(N[(1.0 / N[(a / 0.3333333333333333), $MachinePrecision]), $MachinePrecision] * N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -0.08:\\
\;\;\;\;\frac{1}{\frac{a}{0.3333333333333333}} \cdot \left(\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{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)) < -0.0800000000000000017Initial program 81.2%
sqr-neg81.2%
sqr-neg81.2%
associate-*l*81.2%
Simplified81.2%
add-cube-cbrt81.1%
pow381.1%
Applied egg-rr81.1%
div-inv81.2%
neg-mul-181.2%
fma-define81.2%
pow281.2%
unpow381.2%
add-cube-cbrt81.2%
associate-*r*81.3%
*-commutative81.3%
*-commutative81.3%
Applied egg-rr81.3%
*-commutative81.3%
*-commutative81.3%
associate-/r*81.2%
metadata-eval81.2%
fma-undefine81.2%
neg-mul-181.2%
+-commutative81.2%
unsub-neg81.2%
unpow281.2%
fma-neg81.6%
*-commutative81.6%
distribute-rgt-neg-in81.6%
distribute-rgt-neg-in81.6%
metadata-eval81.6%
Simplified81.6%
clear-num81.7%
inv-pow81.7%
Applied egg-rr81.7%
unpow-181.7%
Simplified81.7%
if -0.0800000000000000017 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 48.2%
sqr-neg48.2%
sqr-neg48.2%
associate-*l*48.2%
Simplified48.2%
add-cube-cbrt48.3%
pow348.2%
Applied egg-rr48.2%
Taylor expanded in b around inf 87.8%
+-commutative87.8%
fma-define87.8%
pow-base-187.8%
*-lft-identity87.8%
unpow287.8%
unpow287.8%
swap-sqr87.8%
unpow287.8%
pow-base-187.8%
associate-*r*87.8%
metadata-eval87.8%
associate-*r/87.8%
associate-*r*87.9%
*-commutative87.9%
Simplified87.9%
clear-num87.8%
inv-pow87.8%
*-commutative87.8%
div-inv87.8%
pow-flip87.8%
metadata-eval87.8%
associate-/l*87.9%
Applied egg-rr87.9%
unpow-187.9%
*-commutative87.9%
associate-*l*87.7%
Simplified87.7%
Taylor expanded in a around 0 88.5%
Final simplification87.2%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -0.08) (* (/ 0.3333333333333333 a) (- (sqrt (fma b b (* c (* a -3.0)))) b)) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -0.08) {
tmp = (0.3333333333333333 / a) * (sqrt(fma(b, b, (c * (a * -3.0)))) - b);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -0.08) tmp = Float64(Float64(0.3333333333333333 / a) * Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b)); else tmp = Float64(1.0 / Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -0.08], N[(N[(0.3333333333333333 / a), $MachinePrecision] * N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -0.08:\\
\;\;\;\;\frac{0.3333333333333333}{a} \cdot \left(\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{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)) < -0.0800000000000000017Initial program 81.2%
sqr-neg81.2%
sqr-neg81.2%
associate-*l*81.2%
Simplified81.2%
add-cube-cbrt81.1%
pow381.1%
Applied egg-rr81.1%
div-inv81.2%
neg-mul-181.2%
fma-define81.2%
pow281.2%
unpow381.2%
add-cube-cbrt81.2%
associate-*r*81.3%
*-commutative81.3%
*-commutative81.3%
Applied egg-rr81.3%
*-commutative81.3%
*-commutative81.3%
associate-/r*81.2%
metadata-eval81.2%
fma-undefine81.2%
neg-mul-181.2%
+-commutative81.2%
unsub-neg81.2%
unpow281.2%
fma-neg81.6%
*-commutative81.6%
distribute-rgt-neg-in81.6%
distribute-rgt-neg-in81.6%
metadata-eval81.6%
Simplified81.6%
if -0.0800000000000000017 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 48.2%
sqr-neg48.2%
sqr-neg48.2%
associate-*l*48.2%
Simplified48.2%
add-cube-cbrt48.3%
pow348.2%
Applied egg-rr48.2%
Taylor expanded in b around inf 87.8%
+-commutative87.8%
fma-define87.8%
pow-base-187.8%
*-lft-identity87.8%
unpow287.8%
unpow287.8%
swap-sqr87.8%
unpow287.8%
pow-base-187.8%
associate-*r*87.8%
metadata-eval87.8%
associate-*r/87.8%
associate-*r*87.9%
*-commutative87.9%
Simplified87.9%
clear-num87.8%
inv-pow87.8%
*-commutative87.8%
div-inv87.8%
pow-flip87.8%
metadata-eval87.8%
associate-/l*87.9%
Applied egg-rr87.9%
unpow-187.9%
*-commutative87.9%
associate-*l*87.7%
Simplified87.7%
Taylor expanded in a around 0 88.5%
Final simplification87.2%
(FPCore (a b c) :precision binary64 (/ -1.0 (* (/ (* 3.0 a) (fma 3.0 (* a c) 0.0)) (+ b (sqrt (fma b b (* c (* a -3.0))))))))
double code(double a, double b, double c) {
return -1.0 / (((3.0 * a) / fma(3.0, (a * c), 0.0)) * (b + sqrt(fma(b, b, (c * (a * -3.0))))));
}
function code(a, b, c) return Float64(-1.0 / Float64(Float64(Float64(3.0 * a) / fma(3.0, Float64(a * c), 0.0)) * Float64(b + sqrt(fma(b, b, Float64(c * Float64(a * -3.0))))))) end
code[a_, b_, c_] := N[(-1.0 / N[(N[(N[(3.0 * a), $MachinePrecision] / N[(3.0 * N[(a * c), $MachinePrecision] + 0.0), $MachinePrecision]), $MachinePrecision] * N[(b + N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{\frac{3 \cdot a}{\mathsf{fma}\left(3, a \cdot c, 0\right)} \cdot \left(b + \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}\right)}
\end{array}
Initial program 54.4%
sqr-neg54.4%
sqr-neg54.4%
associate-*l*54.4%
Simplified54.4%
add-cube-cbrt54.4%
pow354.4%
Applied egg-rr54.4%
flip-+54.3%
pow254.3%
add-sqr-sqrt56.0%
pow256.0%
unpow356.0%
add-cube-cbrt56.1%
associate-*r*56.1%
*-commutative56.1%
pow256.1%
unpow356.1%
add-cube-cbrt56.1%
associate-*r*56.1%
Applied egg-rr56.1%
associate--r-99.3%
associate-*l*99.0%
*-commutative99.0%
associate-*l*99.0%
*-commutative99.0%
Simplified99.0%
Taylor expanded in a around 0 99.1%
clear-num99.0%
inv-pow99.0%
Applied egg-rr99.0%
unpow-199.0%
associate-/r/99.0%
*-commutative99.0%
*-commutative99.0%
+-inverses99.0%
cancel-sign-sub-inv99.0%
Simplified99.0%
Final simplification99.0%
(FPCore (a b c) :precision binary64 (/ (* (fma 3.0 (* a c) 0.0) (/ 0.3333333333333333 a)) (- (- b) (sqrt (fma b b (* c (* a -3.0)))))))
double code(double a, double b, double c) {
return (fma(3.0, (a * c), 0.0) * (0.3333333333333333 / a)) / (-b - sqrt(fma(b, b, (c * (a * -3.0)))));
}
function code(a, b, c) return Float64(Float64(fma(3.0, Float64(a * c), 0.0) * Float64(0.3333333333333333 / a)) / Float64(Float64(-b) - sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))))) end
code[a_, b_, c_] := N[(N[(N[(3.0 * N[(a * c), $MachinePrecision] + 0.0), $MachinePrecision] * N[(0.3333333333333333 / a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(3, a \cdot c, 0\right) \cdot \frac{0.3333333333333333}{a}}{\left(-b\right) - \sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}}
\end{array}
Initial program 54.4%
sqr-neg54.4%
sqr-neg54.4%
associate-*l*54.4%
Simplified54.4%
add-cube-cbrt54.4%
pow354.4%
Applied egg-rr54.4%
flip-+54.3%
pow254.3%
add-sqr-sqrt56.0%
pow256.0%
unpow356.0%
add-cube-cbrt56.1%
associate-*r*56.1%
*-commutative56.1%
pow256.1%
unpow356.1%
add-cube-cbrt56.1%
associate-*r*56.1%
Applied egg-rr56.1%
associate--r-99.3%
associate-*l*99.0%
*-commutative99.0%
associate-*l*99.0%
*-commutative99.0%
Simplified99.0%
Taylor expanded in a around 0 99.1%
div-inv99.0%
+-commutative99.0%
fma-define99.0%
neg-mul-199.0%
unpow-prod-down99.0%
metadata-eval99.0%
*-un-lft-identity99.0%
associate-*r*99.0%
*-commutative99.0%
Applied egg-rr99.0%
associate-*l/99.0%
*-commutative99.0%
+-inverses99.0%
associate-/r*99.0%
metadata-eval99.0%
cancel-sign-sub-inv99.0%
unpow299.0%
metadata-eval99.0%
*-commutative99.0%
*-commutative99.0%
associate-*r*99.0%
fma-undefine99.0%
Simplified99.0%
Final simplification99.0%
(FPCore (a b c) :precision binary64 (if (<= (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) -0.08) (/ (- (sqrt (- (* b b) (* a (* 3.0 c)))) b) (* 3.0 a)) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -0.08) {
tmp = (sqrt(((b * b) - (a * (3.0 * c)))) - b) / (3.0 * a);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / 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 (((sqrt(((b * b) - (c * (3.0d0 * a)))) - b) / (3.0d0 * a)) <= (-0.08d0)) then
tmp = (sqrt(((b * b) - (a * (3.0d0 * c)))) - b) / (3.0d0 * a)
else
tmp = 1.0d0 / (((-2.0d0) * (b / c)) + (1.5d0 * (a / b)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (((Math.sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -0.08) {
tmp = (Math.sqrt(((b * b) - (a * (3.0 * c)))) - b) / (3.0 * a);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if ((math.sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -0.08: tmp = (math.sqrt(((b * b) - (a * (3.0 * c)))) - b) / (3.0 * a) else: tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))) return tmp
function code(a, b, c) tmp = 0.0 if (Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)) <= -0.08) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(a * Float64(3.0 * c)))) - b) / Float64(3.0 * a)); else tmp = Float64(1.0 / Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (((sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a)) <= -0.08) tmp = (sqrt(((b * b) - (a * (3.0 * c)))) - b) / (3.0 * a); else tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], -0.08], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(a * N[(3.0 * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a} \leq -0.08:\\
\;\;\;\;\frac{\sqrt{b \cdot b - a \cdot \left(3 \cdot c\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{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)) < -0.0800000000000000017Initial program 81.2%
Taylor expanded in a around 0 81.2%
associate-*r*81.2%
*-commutative81.2%
associate-*l*81.3%
Simplified81.3%
if -0.0800000000000000017 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 3 a) c)))) (*.f64 3 a)) Initial program 48.2%
sqr-neg48.2%
sqr-neg48.2%
associate-*l*48.2%
Simplified48.2%
add-cube-cbrt48.3%
pow348.2%
Applied egg-rr48.2%
Taylor expanded in b around inf 87.8%
+-commutative87.8%
fma-define87.8%
pow-base-187.8%
*-lft-identity87.8%
unpow287.8%
unpow287.8%
swap-sqr87.8%
unpow287.8%
pow-base-187.8%
associate-*r*87.8%
metadata-eval87.8%
associate-*r/87.8%
associate-*r*87.9%
*-commutative87.9%
Simplified87.9%
clear-num87.8%
inv-pow87.8%
*-commutative87.8%
div-inv87.8%
pow-flip87.8%
metadata-eval87.8%
associate-/l*87.9%
Applied egg-rr87.9%
unpow-187.9%
*-commutative87.9%
associate-*l*87.7%
Simplified87.7%
Taylor expanded in a around 0 88.5%
Final simplification87.1%
(FPCore (a b c) :precision binary64 (if (<= b 12.6) (/ (- (sqrt (- (* b b) (* 3.0 (* a c)))) b) (* 3.0 a)) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 12.6) {
tmp = (sqrt(((b * b) - (3.0 * (a * c)))) - b) / (3.0 * a);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / 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 <= 12.6d0) then
tmp = (sqrt(((b * b) - (3.0d0 * (a * c)))) - b) / (3.0d0 * a)
else
tmp = 1.0d0 / (((-2.0d0) * (b / c)) + (1.5d0 * (a / b)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 12.6) {
tmp = (Math.sqrt(((b * b) - (3.0 * (a * c)))) - b) / (3.0 * a);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 12.6: tmp = (math.sqrt(((b * b) - (3.0 * (a * c)))) - b) / (3.0 * a) else: tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 12.6) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(3.0 * Float64(a * c)))) - b) / Float64(3.0 * a)); else tmp = Float64(1.0 / Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 12.6) tmp = (sqrt(((b * b) - (3.0 * (a * c)))) - b) / (3.0 * a); else tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 12.6], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(3.0 * N[(a * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 12.6:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 3 \cdot \left(a \cdot c\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}\\
\end{array}
\end{array}
if b < 12.5999999999999996Initial program 79.8%
sqr-neg79.8%
sqr-neg79.8%
associate-*l*79.8%
Simplified79.8%
if 12.5999999999999996 < b Initial program 47.5%
sqr-neg47.5%
sqr-neg47.5%
associate-*l*47.5%
Simplified47.5%
add-cube-cbrt47.4%
pow347.4%
Applied egg-rr47.4%
Taylor expanded in b around inf 88.1%
+-commutative88.1%
fma-define88.1%
pow-base-188.1%
*-lft-identity88.1%
unpow288.1%
unpow288.1%
swap-sqr88.1%
unpow288.1%
pow-base-188.1%
associate-*r*88.1%
metadata-eval88.1%
associate-*r/88.2%
associate-*r*88.2%
*-commutative88.2%
Simplified88.2%
clear-num88.1%
inv-pow88.1%
*-commutative88.1%
div-inv88.1%
pow-flip88.1%
metadata-eval88.1%
associate-/l*88.2%
Applied egg-rr88.2%
unpow-188.2%
*-commutative88.2%
associate-*l*88.0%
Simplified88.0%
Taylor expanded in a around 0 88.8%
Final simplification86.8%
(FPCore (a b c) :precision binary64 (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b)))))
double code(double a, double b, double c) {
return 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = 1.0d0 / (((-2.0d0) * (b / c)) + (1.5d0 * (a / b)))
end function
public static double code(double a, double b, double c) {
return 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
def code(a, b, c): return 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)))
function code(a, b, c) return Float64(1.0 / Float64(Float64(-2.0 * Float64(b / c)) + Float64(1.5 * Float64(a / b)))) end
function tmp = code(a, b, c) tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))); end
code[a_, b_, c_] := N[(1.0 / N[(N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision] + N[(1.5 * N[(a / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}
\end{array}
Initial program 54.4%
sqr-neg54.4%
sqr-neg54.4%
associate-*l*54.4%
Simplified54.4%
add-cube-cbrt54.4%
pow354.4%
Applied egg-rr54.4%
Taylor expanded in b around inf 82.6%
+-commutative82.6%
fma-define82.6%
pow-base-182.6%
*-lft-identity82.6%
unpow282.6%
unpow282.6%
swap-sqr82.6%
unpow282.6%
pow-base-182.6%
associate-*r*82.6%
metadata-eval82.6%
associate-*r/82.6%
associate-*r*82.7%
*-commutative82.7%
Simplified82.7%
clear-num82.6%
inv-pow82.6%
*-commutative82.6%
div-inv82.6%
pow-flip82.6%
metadata-eval82.6%
associate-/l*82.7%
Applied egg-rr82.7%
unpow-182.7%
*-commutative82.7%
associate-*l*82.5%
Simplified82.5%
Taylor expanded in a around 0 83.4%
Final simplification83.4%
(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 54.4%
sqr-neg54.4%
sqr-neg54.4%
associate-*l*54.4%
Simplified54.4%
Taylor expanded in b around inf 65.4%
*-commutative65.4%
associate-*l/65.4%
Simplified65.4%
Final simplification65.4%
(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 54.4%
sqr-neg54.4%
sqr-neg54.4%
associate-*l*54.4%
Simplified54.4%
add-cube-cbrt54.4%
pow354.4%
Applied egg-rr54.4%
add-cube-cbrt54.4%
pow354.4%
Applied egg-rr54.4%
Taylor expanded in c around 0 3.2%
pow-base-13.2%
associate-*r*3.2%
metadata-eval3.2%
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 2024044
(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)))