
(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 9 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 (/ (/ (* c (* 3.0 a)) (- (- b) (sqrt (+ (* c (* a 0.0)) (fma b b (* c (* a -3.0))))))) (* 3.0 a)))
double code(double a, double b, double c) {
return ((c * (3.0 * a)) / (-b - sqrt(((c * (a * 0.0)) + fma(b, b, (c * (a * -3.0))))))) / (3.0 * a);
}
function code(a, b, c) return Float64(Float64(Float64(c * Float64(3.0 * a)) / Float64(Float64(-b) - sqrt(Float64(Float64(c * Float64(a * 0.0)) + fma(b, b, Float64(c * Float64(a * -3.0))))))) / Float64(3.0 * a)) end
code[a_, b_, c_] := N[(N[(N[(c * N[(3.0 * a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[(c * N[(a * 0.0), $MachinePrecision]), $MachinePrecision] + N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{c \cdot \left(3 \cdot a\right)}{\left(-b\right) - \sqrt{c \cdot \left(a \cdot 0\right) + \mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}}}{3 \cdot a}
\end{array}
Initial program 49.9%
neg-sub049.9%
associate-+l-49.9%
sub0-neg49.9%
neg-mul-149.9%
associate-*r/49.9%
metadata-eval49.9%
metadata-eval49.9%
times-frac49.9%
*-commutative49.9%
times-frac49.9%
associate-*l/49.9%
Simplified49.9%
associate-*r*49.9%
*-commutative49.9%
prod-diff50.0%
fma-neg49.9%
associate-*r*49.9%
cancel-sign-sub-inv49.9%
metadata-eval49.9%
*-commutative49.9%
fma-udef50.0%
*-commutative50.0%
associate-*r*50.0%
*-commutative50.0%
*-commutative50.0%
*-commutative50.0%
Applied egg-rr50.0%
flip-+49.7%
Applied egg-rr51.2%
Simplified51.2%
Taylor expanded in b around 0 99.1%
associate-*r*99.1%
*-commutative99.1%
associate-*l*99.3%
Simplified99.3%
Final simplification99.3%
(FPCore (a b c) :precision binary64 (/ (/ (* 3.0 (* c a)) (- (- b) (sqrt (+ (* c (* a 0.0)) (fma b b (* c (* a -3.0))))))) (* 3.0 a)))
double code(double a, double b, double c) {
return ((3.0 * (c * a)) / (-b - sqrt(((c * (a * 0.0)) + fma(b, b, (c * (a * -3.0))))))) / (3.0 * a);
}
function code(a, b, c) return Float64(Float64(Float64(3.0 * Float64(c * a)) / Float64(Float64(-b) - sqrt(Float64(Float64(c * Float64(a * 0.0)) + fma(b, b, Float64(c * Float64(a * -3.0))))))) / Float64(3.0 * a)) end
code[a_, b_, c_] := N[(N[(N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision] / N[((-b) - N[Sqrt[N[(N[(c * N[(a * 0.0), $MachinePrecision]), $MachinePrecision] + N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{3 \cdot \left(c \cdot a\right)}{\left(-b\right) - \sqrt{c \cdot \left(a \cdot 0\right) + \mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)}}}{3 \cdot a}
\end{array}
Initial program 49.9%
neg-sub049.9%
associate-+l-49.9%
sub0-neg49.9%
neg-mul-149.9%
associate-*r/49.9%
metadata-eval49.9%
metadata-eval49.9%
times-frac49.9%
*-commutative49.9%
times-frac49.9%
associate-*l/49.9%
Simplified49.9%
associate-*r*49.9%
*-commutative49.9%
prod-diff50.0%
fma-neg49.9%
associate-*r*49.9%
cancel-sign-sub-inv49.9%
metadata-eval49.9%
*-commutative49.9%
fma-udef50.0%
*-commutative50.0%
associate-*r*50.0%
*-commutative50.0%
*-commutative50.0%
*-commutative50.0%
Applied egg-rr50.0%
flip-+49.7%
Applied egg-rr51.2%
Simplified51.2%
Taylor expanded in b around 0 99.1%
Final simplification99.1%
(FPCore (a b c) :precision binary64 (if (<= b 56.0) (* -0.3333333333333333 (/ (- b (sqrt (fma b b (* a (* c -3.0))))) a)) (+ (* -0.375 (* a (/ (* c c) (pow b 3.0)))) (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 56.0) {
tmp = -0.3333333333333333 * ((b - sqrt(fma(b, b, (a * (c * -3.0))))) / a);
} else {
tmp = (-0.375 * (a * ((c * c) / pow(b, 3.0)))) + (-0.5 * (c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 56.0) tmp = Float64(-0.3333333333333333 * Float64(Float64(b - sqrt(fma(b, b, Float64(a * Float64(c * -3.0))))) / a)); else tmp = Float64(Float64(-0.375 * Float64(a * Float64(Float64(c * c) / (b ^ 3.0)))) + Float64(-0.5 * Float64(c / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 56.0], N[(-0.3333333333333333 * N[(N[(b - N[Sqrt[N[(b * b + N[(a * N[(c * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision], N[(N[(-0.375 * N[(a * N[(N[(c * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 56:\\
\;\;\;\;-0.3333333333333333 \cdot \frac{b - \sqrt{\mathsf{fma}\left(b, b, a \cdot \left(c \cdot -3\right)\right)}}{a}\\
\mathbf{else}:\\
\;\;\;\;-0.375 \cdot \left(a \cdot \frac{c \cdot c}{{b}^{3}}\right) + -0.5 \cdot \frac{c}{b}\\
\end{array}
\end{array}
if b < 56Initial program 79.4%
/-rgt-identity79.4%
metadata-eval79.4%
associate-/l*79.4%
associate-*r/79.3%
*-commutative79.3%
associate-*l/79.4%
associate-*r/79.4%
metadata-eval79.4%
metadata-eval79.4%
times-frac79.4%
neg-mul-179.4%
distribute-rgt-neg-in79.4%
times-frac79.3%
metadata-eval79.3%
neg-mul-179.3%
Simplified79.5%
if 56 < b Initial program 38.9%
neg-sub038.9%
associate-+l-38.9%
sub0-neg38.9%
neg-mul-138.9%
associate-*r/38.9%
metadata-eval38.9%
metadata-eval38.9%
times-frac38.9%
*-commutative38.9%
times-frac38.9%
associate-*l/38.9%
Simplified38.9%
Taylor expanded in b around inf 91.5%
+-commutative91.5%
fma-def91.5%
associate-/l*91.5%
unpow291.5%
Simplified91.5%
fma-udef91.5%
associate-/r/91.5%
Applied egg-rr91.5%
Final simplification88.2%
(FPCore (a b c) :precision binary64 (if (<= b 56.0) (* (- b (sqrt (fma b b (* -3.0 (* c a))))) (/ -0.3333333333333333 a)) (+ (* -0.375 (* a (/ (* c c) (pow b 3.0)))) (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 56.0) {
tmp = (b - sqrt(fma(b, b, (-3.0 * (c * a))))) * (-0.3333333333333333 / a);
} else {
tmp = (-0.375 * (a * ((c * c) / pow(b, 3.0)))) + (-0.5 * (c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 56.0) tmp = Float64(Float64(b - sqrt(fma(b, b, Float64(-3.0 * Float64(c * a))))) * Float64(-0.3333333333333333 / a)); else tmp = Float64(Float64(-0.375 * Float64(a * Float64(Float64(c * c) / (b ^ 3.0)))) + Float64(-0.5 * Float64(c / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 56.0], N[(N[(b - N[Sqrt[N[(b * b + N[(-3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[(-0.3333333333333333 / a), $MachinePrecision]), $MachinePrecision], N[(N[(-0.375 * N[(a * N[(N[(c * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 56:\\
\;\;\;\;\left(b - \sqrt{\mathsf{fma}\left(b, b, -3 \cdot \left(c \cdot a\right)\right)}\right) \cdot \frac{-0.3333333333333333}{a}\\
\mathbf{else}:\\
\;\;\;\;-0.375 \cdot \left(a \cdot \frac{c \cdot c}{{b}^{3}}\right) + -0.5 \cdot \frac{c}{b}\\
\end{array}
\end{array}
if b < 56Initial program 79.4%
/-rgt-identity79.4%
metadata-eval79.4%
associate-/r/79.4%
metadata-eval79.4%
metadata-eval79.4%
times-frac79.4%
*-commutative79.4%
times-frac79.3%
associate-/r*79.2%
Simplified79.5%
if 56 < b Initial program 38.9%
neg-sub038.9%
associate-+l-38.9%
sub0-neg38.9%
neg-mul-138.9%
associate-*r/38.9%
metadata-eval38.9%
metadata-eval38.9%
times-frac38.9%
*-commutative38.9%
times-frac38.9%
associate-*l/38.9%
Simplified38.9%
Taylor expanded in b around inf 91.5%
+-commutative91.5%
fma-def91.5%
associate-/l*91.5%
unpow291.5%
Simplified91.5%
fma-udef91.5%
associate-/r/91.5%
Applied egg-rr91.5%
Final simplification88.3%
(FPCore (a b c) :precision binary64 (if (<= b 56.0) (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) (* 3.0 a)) (+ (* -0.375 (* a (/ (* c c) (pow b 3.0)))) (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 56.0) {
tmp = (sqrt(fma(b, b, (c * (a * -3.0)))) - b) / (3.0 * a);
} else {
tmp = (-0.375 * (a * ((c * c) / pow(b, 3.0)))) + (-0.5 * (c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 56.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / Float64(3.0 * a)); else tmp = Float64(Float64(-0.375 * Float64(a * Float64(Float64(c * c) / (b ^ 3.0)))) + Float64(-0.5 * Float64(c / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 56.0], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(-0.375 * N[(a * N[(N[(c * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 56:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-0.375 \cdot \left(a \cdot \frac{c \cdot c}{{b}^{3}}\right) + -0.5 \cdot \frac{c}{b}\\
\end{array}
\end{array}
if b < 56Initial program 79.4%
neg-sub079.4%
associate-+l-79.4%
sub0-neg79.4%
neg-mul-179.4%
associate-*r/79.4%
metadata-eval79.4%
metadata-eval79.4%
times-frac79.4%
*-commutative79.4%
times-frac79.3%
associate-*l/79.4%
Simplified79.6%
if 56 < b Initial program 38.9%
neg-sub038.9%
associate-+l-38.9%
sub0-neg38.9%
neg-mul-138.9%
associate-*r/38.9%
metadata-eval38.9%
metadata-eval38.9%
times-frac38.9%
*-commutative38.9%
times-frac38.9%
associate-*l/38.9%
Simplified38.9%
Taylor expanded in b around inf 91.5%
+-commutative91.5%
fma-def91.5%
associate-/l*91.5%
unpow291.5%
Simplified91.5%
fma-udef91.5%
associate-/r/91.5%
Applied egg-rr91.5%
Final simplification88.3%
(FPCore (a b c) :precision binary64 (if (<= b 56.0) (/ (- (sqrt (- (* b b) (* 3.0 (* c a)))) b) (* 3.0 a)) (+ (* -0.375 (* a (/ (* c c) (pow b 3.0)))) (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 56.0) {
tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a);
} else {
tmp = (-0.375 * (a * ((c * c) / pow(b, 3.0)))) + (-0.5 * (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 <= 56.0d0) then
tmp = (sqrt(((b * b) - (3.0d0 * (c * a)))) - b) / (3.0d0 * a)
else
tmp = ((-0.375d0) * (a * ((c * c) / (b ** 3.0d0)))) + ((-0.5d0) * (c / b))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 56.0) {
tmp = (Math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a);
} else {
tmp = (-0.375 * (a * ((c * c) / Math.pow(b, 3.0)))) + (-0.5 * (c / b));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 56.0: tmp = (math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a) else: tmp = (-0.375 * (a * ((c * c) / math.pow(b, 3.0)))) + (-0.5 * (c / b)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 56.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(3.0 * Float64(c * a)))) - b) / Float64(3.0 * a)); else tmp = Float64(Float64(-0.375 * Float64(a * Float64(Float64(c * c) / (b ^ 3.0)))) + Float64(-0.5 * Float64(c / b))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 56.0) tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (3.0 * a); else tmp = (-0.375 * (a * ((c * c) / (b ^ 3.0)))) + (-0.5 * (c / b)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 56.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(3.0 * N[(c * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(3.0 * a), $MachinePrecision]), $MachinePrecision], N[(N[(-0.375 * N[(a * N[(N[(c * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 56:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-0.375 \cdot \left(a \cdot \frac{c \cdot c}{{b}^{3}}\right) + -0.5 \cdot \frac{c}{b}\\
\end{array}
\end{array}
if b < 56Initial program 79.4%
neg-sub079.4%
associate-+l-79.4%
sub0-neg79.4%
neg-mul-179.4%
associate-*r/79.4%
metadata-eval79.4%
metadata-eval79.4%
times-frac79.4%
*-commutative79.4%
times-frac79.3%
associate-*l/79.4%
Simplified79.3%
if 56 < b Initial program 38.9%
neg-sub038.9%
associate-+l-38.9%
sub0-neg38.9%
neg-mul-138.9%
associate-*r/38.9%
metadata-eval38.9%
metadata-eval38.9%
times-frac38.9%
*-commutative38.9%
times-frac38.9%
associate-*l/38.9%
Simplified38.9%
Taylor expanded in b around inf 91.5%
+-commutative91.5%
fma-def91.5%
associate-/l*91.5%
unpow291.5%
Simplified91.5%
fma-udef91.5%
associate-/r/91.5%
Applied egg-rr91.5%
Final simplification88.2%
(FPCore (a b c) :precision binary64 (if (<= b 56.0) (/ (- (sqrt (- (* b b) (* c (* 3.0 a)))) b) (* 3.0 a)) (+ (* -0.375 (* a (/ (* c c) (pow b 3.0)))) (* -0.5 (/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 56.0) {
tmp = (sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a);
} else {
tmp = (-0.375 * (a * ((c * c) / pow(b, 3.0)))) + (-0.5 * (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 <= 56.0d0) then
tmp = (sqrt(((b * b) - (c * (3.0d0 * a)))) - b) / (3.0d0 * a)
else
tmp = ((-0.375d0) * (a * ((c * c) / (b ** 3.0d0)))) + ((-0.5d0) * (c / b))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 56.0) {
tmp = (Math.sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a);
} else {
tmp = (-0.375 * (a * ((c * c) / Math.pow(b, 3.0)))) + (-0.5 * (c / b));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 56.0: tmp = (math.sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a) else: tmp = (-0.375 * (a * ((c * c) / math.pow(b, 3.0)))) + (-0.5 * (c / b)) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 56.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(3.0 * a)))) - b) / Float64(3.0 * a)); else tmp = Float64(Float64(-0.375 * Float64(a * Float64(Float64(c * c) / (b ^ 3.0)))) + Float64(-0.5 * Float64(c / b))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 56.0) tmp = (sqrt(((b * b) - (c * (3.0 * a)))) - b) / (3.0 * a); else tmp = (-0.375 * (a * ((c * c) / (b ^ 3.0)))) + (-0.5 * (c / b)); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 56.0], 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], N[(N[(-0.375 * N[(a * N[(N[(c * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 56:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(3 \cdot a\right)} - b}{3 \cdot a}\\
\mathbf{else}:\\
\;\;\;\;-0.375 \cdot \left(a \cdot \frac{c \cdot c}{{b}^{3}}\right) + -0.5 \cdot \frac{c}{b}\\
\end{array}
\end{array}
if b < 56Initial program 79.4%
if 56 < b Initial program 38.9%
neg-sub038.9%
associate-+l-38.9%
sub0-neg38.9%
neg-mul-138.9%
associate-*r/38.9%
metadata-eval38.9%
metadata-eval38.9%
times-frac38.9%
*-commutative38.9%
times-frac38.9%
associate-*l/38.9%
Simplified38.9%
Taylor expanded in b around inf 91.5%
+-commutative91.5%
fma-def91.5%
associate-/l*91.5%
unpow291.5%
Simplified91.5%
fma-udef91.5%
associate-/r/91.5%
Applied egg-rr91.5%
Final simplification88.2%
(FPCore (a b c) :precision binary64 (+ (* -0.375 (* a (/ (* c c) (pow b 3.0)))) (* -0.5 (/ c b))))
double code(double a, double b, double c) {
return (-0.375 * (a * ((c * c) / pow(b, 3.0)))) + (-0.5 * (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 = ((-0.375d0) * (a * ((c * c) / (b ** 3.0d0)))) + ((-0.5d0) * (c / b))
end function
public static double code(double a, double b, double c) {
return (-0.375 * (a * ((c * c) / Math.pow(b, 3.0)))) + (-0.5 * (c / b));
}
def code(a, b, c): return (-0.375 * (a * ((c * c) / math.pow(b, 3.0)))) + (-0.5 * (c / b))
function code(a, b, c) return Float64(Float64(-0.375 * Float64(a * Float64(Float64(c * c) / (b ^ 3.0)))) + Float64(-0.5 * Float64(c / b))) end
function tmp = code(a, b, c) tmp = (-0.375 * (a * ((c * c) / (b ^ 3.0)))) + (-0.5 * (c / b)); end
code[a_, b_, c_] := N[(N[(-0.375 * N[(a * N[(N[(c * c), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-0.375 \cdot \left(a \cdot \frac{c \cdot c}{{b}^{3}}\right) + -0.5 \cdot \frac{c}{b}
\end{array}
Initial program 49.9%
neg-sub049.9%
associate-+l-49.9%
sub0-neg49.9%
neg-mul-149.9%
associate-*r/49.9%
metadata-eval49.9%
metadata-eval49.9%
times-frac49.9%
*-commutative49.9%
times-frac49.9%
associate-*l/49.9%
Simplified50.0%
Taylor expanded in b around inf 83.8%
+-commutative83.8%
fma-def83.8%
associate-/l*83.8%
unpow283.8%
Simplified83.8%
fma-udef83.8%
associate-/r/83.8%
Applied egg-rr83.8%
Final simplification83.8%
(FPCore (a b c) :precision binary64 (* -0.5 (/ c b)))
double code(double a, double b, double c) {
return -0.5 * (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 = (-0.5d0) * (c / b)
end function
public static double code(double a, double b, double c) {
return -0.5 * (c / b);
}
def code(a, b, c): return -0.5 * (c / b)
function code(a, b, c) return Float64(-0.5 * Float64(c / b)) end
function tmp = code(a, b, c) tmp = -0.5 * (c / b); end
code[a_, b_, c_] := N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-0.5 \cdot \frac{c}{b}
\end{array}
Initial program 49.9%
neg-sub049.9%
associate-+l-49.9%
sub0-neg49.9%
neg-mul-149.9%
associate-*r/49.9%
metadata-eval49.9%
metadata-eval49.9%
times-frac49.9%
*-commutative49.9%
times-frac49.9%
associate-*l/49.9%
Simplified50.0%
Taylor expanded in b around inf 68.2%
Final simplification68.2%
herbie shell --seed 2023227
(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)))