
(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
(let* ((t_0 (* (/ c (pow b 3.0)) -0.375)))
(/
1.0
(fma
-2.0
(/ b c)
(*
a
(fma
a
(*
-3.0
(+
t_0
(*
a
(fma
-0.75
(* c (/ t_0 (pow b 2.0)))
(fma
-0.2222222222222222
(* b (/ (* (/ (pow c 4.0) (pow b 6.0)) 6.328125) (pow c 2.0)))
(* 0.5625 (/ (pow c 2.0) (pow b 5.0))))))))
(/ 1.5 b)))))))
double code(double a, double b, double c) {
double t_0 = (c / pow(b, 3.0)) * -0.375;
return 1.0 / fma(-2.0, (b / c), (a * fma(a, (-3.0 * (t_0 + (a * fma(-0.75, (c * (t_0 / pow(b, 2.0))), fma(-0.2222222222222222, (b * (((pow(c, 4.0) / pow(b, 6.0)) * 6.328125) / pow(c, 2.0))), (0.5625 * (pow(c, 2.0) / pow(b, 5.0)))))))), (1.5 / b))));
}
function code(a, b, c) t_0 = Float64(Float64(c / (b ^ 3.0)) * -0.375) return Float64(1.0 / fma(-2.0, Float64(b / c), Float64(a * fma(a, Float64(-3.0 * Float64(t_0 + Float64(a * fma(-0.75, Float64(c * Float64(t_0 / (b ^ 2.0))), fma(-0.2222222222222222, Float64(b * Float64(Float64(Float64((c ^ 4.0) / (b ^ 6.0)) * 6.328125) / (c ^ 2.0))), Float64(0.5625 * Float64((c ^ 2.0) / (b ^ 5.0)))))))), Float64(1.5 / b))))) end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * -0.375), $MachinePrecision]}, N[(1.0 / N[(-2.0 * N[(b / c), $MachinePrecision] + N[(a * N[(a * N[(-3.0 * N[(t$95$0 + N[(a * N[(-0.75 * N[(c * N[(t$95$0 / N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-0.2222222222222222 * N[(b * N[(N[(N[(N[Power[c, 4.0], $MachinePrecision] / N[Power[b, 6.0], $MachinePrecision]), $MachinePrecision] * 6.328125), $MachinePrecision] / N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(0.5625 * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(1.5 / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c}{{b}^{3}} \cdot -0.375\\
\frac{1}{\mathsf{fma}\left(-2, \frac{b}{c}, a \cdot \mathsf{fma}\left(a, -3 \cdot \left(t\_0 + a \cdot \mathsf{fma}\left(-0.75, c \cdot \frac{t\_0}{{b}^{2}}, \mathsf{fma}\left(-0.2222222222222222, b \cdot \frac{\frac{{c}^{4}}{{b}^{6}} \cdot 6.328125}{{c}^{2}}, 0.5625 \cdot \frac{{c}^{2}}{{b}^{5}}\right)\right)\right), \frac{1.5}{b}\right)\right)}
\end{array}
\end{array}
Initial program 57.2%
sqr-neg57.2%
sqr-neg57.2%
associate-*l*57.2%
Simplified57.2%
pow157.2%
*-commutative57.2%
*-commutative57.2%
associate-*l*57.2%
*-commutative57.2%
Applied egg-rr57.2%
unpow157.2%
associate-*r*57.2%
Simplified57.2%
+-commutative57.2%
add-cube-cbrt53.6%
fma-define53.8%
cbrt-prod55.1%
add-sqr-sqrt55.1%
pow255.1%
associate-*l*55.1%
pow255.1%
associate-*l*55.1%
Applied egg-rr55.1%
clear-num55.1%
inv-pow55.1%
Applied egg-rr57.3%
unpow-157.3%
associate-/l*57.3%
unsub-neg57.3%
unpow257.3%
fma-neg57.4%
associate-*l*57.4%
*-commutative57.4%
distribute-rgt-neg-in57.4%
*-commutative57.4%
distribute-lft-neg-in57.4%
metadata-eval57.4%
*-commutative57.4%
Simplified57.4%
Taylor expanded in a around 0 92.3%
Simplified92.3%
Final simplification92.3%
(FPCore (a b c)
:precision binary64
(+
(* -0.5 (/ c b))
(*
a
(+
(* -0.375 (/ (pow c 2.0) (pow b 3.0)))
(*
a
(+
(* -0.5625 (/ (pow c 3.0) (pow b 5.0)))
(* -1.0546875 (/ (* a (pow c 4.0)) (pow b 7.0)))))))))
double code(double a, double b, double c) {
return (-0.5 * (c / b)) + (a * ((-0.375 * (pow(c, 2.0) / pow(b, 3.0))) + (a * ((-0.5625 * (pow(c, 3.0) / pow(b, 5.0))) + (-1.0546875 * ((a * pow(c, 4.0)) / pow(b, 7.0)))))));
}
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)) + (a * (((-0.375d0) * ((c ** 2.0d0) / (b ** 3.0d0))) + (a * (((-0.5625d0) * ((c ** 3.0d0) / (b ** 5.0d0))) + ((-1.0546875d0) * ((a * (c ** 4.0d0)) / (b ** 7.0d0)))))))
end function
public static double code(double a, double b, double c) {
return (-0.5 * (c / b)) + (a * ((-0.375 * (Math.pow(c, 2.0) / Math.pow(b, 3.0))) + (a * ((-0.5625 * (Math.pow(c, 3.0) / Math.pow(b, 5.0))) + (-1.0546875 * ((a * Math.pow(c, 4.0)) / Math.pow(b, 7.0)))))));
}
def code(a, b, c): return (-0.5 * (c / b)) + (a * ((-0.375 * (math.pow(c, 2.0) / math.pow(b, 3.0))) + (a * ((-0.5625 * (math.pow(c, 3.0) / math.pow(b, 5.0))) + (-1.0546875 * ((a * math.pow(c, 4.0)) / math.pow(b, 7.0)))))))
function code(a, b, c) return Float64(Float64(-0.5 * Float64(c / b)) + Float64(a * Float64(Float64(-0.375 * Float64((c ^ 2.0) / (b ^ 3.0))) + Float64(a * Float64(Float64(-0.5625 * Float64((c ^ 3.0) / (b ^ 5.0))) + Float64(-1.0546875 * Float64(Float64(a * (c ^ 4.0)) / (b ^ 7.0)))))))) end
function tmp = code(a, b, c) tmp = (-0.5 * (c / b)) + (a * ((-0.375 * ((c ^ 2.0) / (b ^ 3.0))) + (a * ((-0.5625 * ((c ^ 3.0) / (b ^ 5.0))) + (-1.0546875 * ((a * (c ^ 4.0)) / (b ^ 7.0))))))); end
code[a_, b_, c_] := N[(N[(-0.5 * N[(c / b), $MachinePrecision]), $MachinePrecision] + N[(a * N[(N[(-0.375 * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(a * N[(N[(-0.5625 * N[(N[Power[c, 3.0], $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(-1.0546875 * N[(N[(a * N[Power[c, 4.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-0.5 \cdot \frac{c}{b} + a \cdot \left(-0.375 \cdot \frac{{c}^{2}}{{b}^{3}} + a \cdot \left(-0.5625 \cdot \frac{{c}^{3}}{{b}^{5}} + -1.0546875 \cdot \frac{a \cdot {c}^{4}}{{b}^{7}}\right)\right)
\end{array}
Initial program 57.2%
sqr-neg57.2%
sqr-neg57.2%
associate-*l*57.2%
Simplified57.2%
Taylor expanded in a around 0 92.0%
Taylor expanded in c around 0 92.0%
Final simplification92.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (- (pow b 2.0) (* c (* a 3.0)))))
(if (<= b 1.0)
(/ (/ (- t_0 (pow (- b) 2.0)) (+ b (sqrt t_0))) (* a 3.0))
(/
1.0
(/
(fma
-2.0
b
(*
c
(fma
-3.0
(* c (* -0.375 (/ (pow a 2.0) (pow b 3.0))))
(/ (* a 1.5) b))))
c)))))
double code(double a, double b, double c) {
double t_0 = pow(b, 2.0) - (c * (a * 3.0));
double tmp;
if (b <= 1.0) {
tmp = ((t_0 - pow(-b, 2.0)) / (b + sqrt(t_0))) / (a * 3.0);
} else {
tmp = 1.0 / (fma(-2.0, b, (c * fma(-3.0, (c * (-0.375 * (pow(a, 2.0) / pow(b, 3.0)))), ((a * 1.5) / b)))) / c);
}
return tmp;
}
function code(a, b, c) t_0 = Float64((b ^ 2.0) - Float64(c * Float64(a * 3.0))) tmp = 0.0 if (b <= 1.0) tmp = Float64(Float64(Float64(t_0 - (Float64(-b) ^ 2.0)) / Float64(b + sqrt(t_0))) / Float64(a * 3.0)); else tmp = Float64(1.0 / Float64(fma(-2.0, b, Float64(c * fma(-3.0, Float64(c * Float64(-0.375 * Float64((a ^ 2.0) / (b ^ 3.0)))), Float64(Float64(a * 1.5) / b)))) / c)); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[Power[b, 2.0], $MachinePrecision] - N[(c * N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 1.0], N[(N[(N[(t$95$0 - N[Power[(-b), 2.0], $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 3.0), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(-2.0 * b + N[(c * N[(-3.0 * N[(c * N[(-0.375 * N[(N[Power[a, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(a * 1.5), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {b}^{2} - c \cdot \left(a \cdot 3\right)\\
\mathbf{if}\;b \leq 1:\\
\;\;\;\;\frac{\frac{t\_0 - {\left(-b\right)}^{2}}{b + \sqrt{t\_0}}}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{\mathsf{fma}\left(-2, b, c \cdot \mathsf{fma}\left(-3, c \cdot \left(-0.375 \cdot \frac{{a}^{2}}{{b}^{3}}\right), \frac{a \cdot 1.5}{b}\right)\right)}{c}}\\
\end{array}
\end{array}
if b < 1Initial program 83.8%
sqr-neg83.8%
sqr-neg83.8%
associate-*l*83.9%
Simplified83.9%
pow183.9%
*-commutative83.9%
*-commutative83.9%
associate-*l*83.8%
*-commutative83.8%
Applied egg-rr83.8%
unpow183.8%
associate-*r*83.9%
Simplified83.9%
flip-+83.2%
pow283.2%
add-sqr-sqrt84.8%
pow284.8%
associate-*l*84.9%
pow284.9%
associate-*l*84.8%
Applied egg-rr84.8%
if 1 < b Initial program 52.9%
sqr-neg52.9%
sqr-neg52.9%
associate-*l*52.9%
Simplified52.9%
pow152.9%
*-commutative52.9%
*-commutative52.9%
associate-*l*52.9%
*-commutative52.9%
Applied egg-rr52.9%
unpow152.9%
associate-*r*52.9%
Simplified52.9%
+-commutative52.9%
add-cube-cbrt49.5%
fma-define49.6%
cbrt-prod51.0%
add-sqr-sqrt51.0%
pow251.0%
associate-*l*51.0%
pow251.0%
associate-*l*51.0%
Applied egg-rr51.0%
clear-num51.0%
inv-pow51.0%
Applied egg-rr52.9%
unpow-152.9%
associate-/l*52.9%
unsub-neg52.9%
unpow252.9%
fma-neg53.0%
associate-*l*53.0%
*-commutative53.0%
distribute-rgt-neg-in53.0%
*-commutative53.0%
distribute-lft-neg-in53.0%
metadata-eval53.0%
*-commutative53.0%
Simplified53.0%
Taylor expanded in c around 0 91.9%
fma-define91.9%
fma-define91.9%
distribute-rgt-out91.9%
metadata-eval91.9%
associate-*r/91.9%
*-commutative91.9%
Simplified91.9%
Final simplification90.9%
(FPCore (a b c)
:precision binary64
(if (<= b 1.02)
(* 0.3333333333333333 (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) a))
(/
1.0
(/
(fma
-2.0
b
(*
c
(fma
-3.0
(* c (* -0.375 (/ (pow a 2.0) (pow b 3.0))))
(/ (* a 1.5) b))))
c))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.02) {
tmp = 0.3333333333333333 * ((sqrt(fma(b, b, (c * (a * -3.0)))) - b) / a);
} else {
tmp = 1.0 / (fma(-2.0, b, (c * fma(-3.0, (c * (-0.375 * (pow(a, 2.0) / pow(b, 3.0)))), ((a * 1.5) / b)))) / c);
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 1.02) tmp = Float64(0.3333333333333333 * Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / a)); else tmp = Float64(1.0 / Float64(fma(-2.0, b, Float64(c * fma(-3.0, Float64(c * Float64(-0.375 * Float64((a ^ 2.0) / (b ^ 3.0)))), Float64(Float64(a * 1.5) / b)))) / c)); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 1.02], N[(0.3333333333333333 * N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision], N[(1.0 / N[(N[(-2.0 * b + N[(c * N[(-3.0 * N[(c * N[(-0.375 * N[(N[Power[a, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(a * 1.5), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 1.02:\\
\;\;\;\;0.3333333333333333 \cdot \frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{\mathsf{fma}\left(-2, b, c \cdot \mathsf{fma}\left(-3, c \cdot \left(-0.375 \cdot \frac{{a}^{2}}{{b}^{3}}\right), \frac{a \cdot 1.5}{b}\right)\right)}{c}}\\
\end{array}
\end{array}
if b < 1.02Initial program 83.8%
sqr-neg83.8%
sqr-neg83.8%
associate-*l*83.9%
Simplified83.9%
pow183.9%
*-commutative83.9%
*-commutative83.9%
associate-*l*83.8%
*-commutative83.8%
Applied egg-rr83.8%
unpow183.8%
associate-*r*83.9%
Simplified83.9%
+-commutative83.9%
add-cube-cbrt79.0%
fma-define79.1%
cbrt-prod80.0%
add-sqr-sqrt80.2%
pow280.2%
associate-*l*80.2%
pow280.2%
associate-*l*80.2%
Applied egg-rr80.2%
div-inv80.2%
fma-undefine80.5%
cbrt-prod81.5%
add-sqr-sqrt81.9%
add-cbrt-cube83.8%
associate-*r*83.9%
*-commutative83.9%
Applied egg-rr83.9%
associate-*r/83.9%
*-commutative83.9%
*-commutative83.9%
times-frac84.0%
metadata-eval84.0%
Simplified84.1%
if 1.02 < b Initial program 52.9%
sqr-neg52.9%
sqr-neg52.9%
associate-*l*52.9%
Simplified52.9%
pow152.9%
*-commutative52.9%
*-commutative52.9%
associate-*l*52.9%
*-commutative52.9%
Applied egg-rr52.9%
unpow152.9%
associate-*r*52.9%
Simplified52.9%
+-commutative52.9%
add-cube-cbrt49.5%
fma-define49.6%
cbrt-prod51.0%
add-sqr-sqrt51.0%
pow251.0%
associate-*l*51.0%
pow251.0%
associate-*l*51.0%
Applied egg-rr51.0%
clear-num51.0%
inv-pow51.0%
Applied egg-rr52.9%
unpow-152.9%
associate-/l*52.9%
unsub-neg52.9%
unpow252.9%
fma-neg53.0%
associate-*l*53.0%
*-commutative53.0%
distribute-rgt-neg-in53.0%
*-commutative53.0%
distribute-lft-neg-in53.0%
metadata-eval53.0%
*-commutative53.0%
Simplified53.0%
Taylor expanded in c around 0 91.9%
fma-define91.9%
fma-define91.9%
distribute-rgt-out91.9%
metadata-eval91.9%
associate-*r/91.9%
*-commutative91.9%
Simplified91.9%
Final simplification90.8%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (/ c (pow b 3.0))))
(if (<= b 1.0)
(* 0.3333333333333333 (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) a))
(/
-1.0
(-
(*
a
(- (* 1.5 (/ -1.0 b)) (* -3.0 (* a (+ (* -0.75 t_0) (* t_0 0.375))))))
(* -2.0 (/ b c)))))))
double code(double a, double b, double c) {
double t_0 = c / pow(b, 3.0);
double tmp;
if (b <= 1.0) {
tmp = 0.3333333333333333 * ((sqrt(fma(b, b, (c * (a * -3.0)))) - b) / a);
} else {
tmp = -1.0 / ((a * ((1.5 * (-1.0 / b)) - (-3.0 * (a * ((-0.75 * t_0) + (t_0 * 0.375)))))) - (-2.0 * (b / c)));
}
return tmp;
}
function code(a, b, c) t_0 = Float64(c / (b ^ 3.0)) tmp = 0.0 if (b <= 1.0) tmp = Float64(0.3333333333333333 * Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / a)); else tmp = Float64(-1.0 / Float64(Float64(a * Float64(Float64(1.5 * Float64(-1.0 / b)) - Float64(-3.0 * Float64(a * Float64(Float64(-0.75 * t_0) + Float64(t_0 * 0.375)))))) - Float64(-2.0 * Float64(b / c)))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[(c / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 1.0], N[(0.3333333333333333 * N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision], N[(-1.0 / N[(N[(a * N[(N[(1.5 * N[(-1.0 / b), $MachinePrecision]), $MachinePrecision] - N[(-3.0 * N[(a * N[(N[(-0.75 * t$95$0), $MachinePrecision] + N[(t$95$0 * 0.375), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(-2.0 * N[(b / c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{c}{{b}^{3}}\\
\mathbf{if}\;b \leq 1:\\
\;\;\;\;0.3333333333333333 \cdot \frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{a \cdot \left(1.5 \cdot \frac{-1}{b} - -3 \cdot \left(a \cdot \left(-0.75 \cdot t\_0 + t\_0 \cdot 0.375\right)\right)\right) - -2 \cdot \frac{b}{c}}\\
\end{array}
\end{array}
if b < 1Initial program 83.8%
sqr-neg83.8%
sqr-neg83.8%
associate-*l*83.9%
Simplified83.9%
pow183.9%
*-commutative83.9%
*-commutative83.9%
associate-*l*83.8%
*-commutative83.8%
Applied egg-rr83.8%
unpow183.8%
associate-*r*83.9%
Simplified83.9%
+-commutative83.9%
add-cube-cbrt79.0%
fma-define79.1%
cbrt-prod80.0%
add-sqr-sqrt80.2%
pow280.2%
associate-*l*80.2%
pow280.2%
associate-*l*80.2%
Applied egg-rr80.2%
div-inv80.2%
fma-undefine80.5%
cbrt-prod81.5%
add-sqr-sqrt81.9%
add-cbrt-cube83.8%
associate-*r*83.9%
*-commutative83.9%
Applied egg-rr83.9%
associate-*r/83.9%
*-commutative83.9%
*-commutative83.9%
times-frac84.0%
metadata-eval84.0%
Simplified84.1%
if 1 < b Initial program 52.9%
sqr-neg52.9%
sqr-neg52.9%
associate-*l*52.9%
Simplified52.9%
pow152.9%
*-commutative52.9%
*-commutative52.9%
associate-*l*52.9%
*-commutative52.9%
Applied egg-rr52.9%
unpow152.9%
associate-*r*52.9%
Simplified52.9%
+-commutative52.9%
add-cube-cbrt49.5%
fma-define49.6%
cbrt-prod51.0%
add-sqr-sqrt51.0%
pow251.0%
associate-*l*51.0%
pow251.0%
associate-*l*51.0%
Applied egg-rr51.0%
clear-num51.0%
inv-pow51.0%
Applied egg-rr52.9%
unpow-152.9%
associate-/l*52.9%
unsub-neg52.9%
unpow252.9%
fma-neg53.0%
associate-*l*53.0%
*-commutative53.0%
distribute-rgt-neg-in53.0%
*-commutative53.0%
distribute-lft-neg-in53.0%
metadata-eval53.0%
*-commutative53.0%
Simplified53.0%
Taylor expanded in a around 0 91.9%
Final simplification90.8%
(FPCore (a b c) :precision binary64 (if (<= b 1.02) (* 0.3333333333333333 (/ (- (sqrt (fma b b (* c (* a -3.0)))) b) a)) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.02) {
tmp = 0.3333333333333333 * ((sqrt(fma(b, b, (c * (a * -3.0)))) - b) / 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 <= 1.02) tmp = Float64(0.3333333333333333 * Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -3.0)))) - b) / 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[b, 1.02], N[(0.3333333333333333 * N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / 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 1.02:\\
\;\;\;\;0.3333333333333333 \cdot \frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -3\right)\right)} - b}{a}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}\\
\end{array}
\end{array}
if b < 1.02Initial program 83.8%
sqr-neg83.8%
sqr-neg83.8%
associate-*l*83.9%
Simplified83.9%
pow183.9%
*-commutative83.9%
*-commutative83.9%
associate-*l*83.8%
*-commutative83.8%
Applied egg-rr83.8%
unpow183.8%
associate-*r*83.9%
Simplified83.9%
+-commutative83.9%
add-cube-cbrt79.0%
fma-define79.1%
cbrt-prod80.0%
add-sqr-sqrt80.2%
pow280.2%
associate-*l*80.2%
pow280.2%
associate-*l*80.2%
Applied egg-rr80.2%
div-inv80.2%
fma-undefine80.5%
cbrt-prod81.5%
add-sqr-sqrt81.9%
add-cbrt-cube83.8%
associate-*r*83.9%
*-commutative83.9%
Applied egg-rr83.9%
associate-*r/83.9%
*-commutative83.9%
*-commutative83.9%
times-frac84.0%
metadata-eval84.0%
Simplified84.1%
if 1.02 < b Initial program 52.9%
sqr-neg52.9%
sqr-neg52.9%
associate-*l*52.9%
Simplified52.9%
pow152.9%
*-commutative52.9%
*-commutative52.9%
associate-*l*52.9%
*-commutative52.9%
Applied egg-rr52.9%
unpow152.9%
associate-*r*52.9%
Simplified52.9%
+-commutative52.9%
add-cube-cbrt49.5%
fma-define49.6%
cbrt-prod51.0%
add-sqr-sqrt51.0%
pow251.0%
associate-*l*51.0%
pow251.0%
associate-*l*51.0%
Applied egg-rr51.0%
clear-num51.0%
inv-pow51.0%
Applied egg-rr52.9%
unpow-152.9%
associate-/l*52.9%
unsub-neg52.9%
unpow252.9%
fma-neg53.0%
associate-*l*53.0%
*-commutative53.0%
distribute-rgt-neg-in53.0%
*-commutative53.0%
distribute-lft-neg-in53.0%
metadata-eval53.0%
*-commutative53.0%
Simplified53.0%
Taylor expanded in a around 0 85.7%
Final simplification85.4%
(FPCore (a b c) :precision binary64 (if (<= b 1.0) (/ (- (sqrt (- (* b b) (* 3.0 (* c a)))) b) (* a 3.0)) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.0) {
tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0);
} 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 <= 1.0d0) then
tmp = (sqrt(((b * b) - (3.0d0 * (c * a)))) - b) / (a * 3.0d0)
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 <= 1.0) {
tmp = (Math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1.0: tmp = (math.sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0) else: tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(3.0 * Float64(c * a)))) - b) / Float64(a * 3.0)); 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 <= 1.0) tmp = (sqrt(((b * b) - (3.0 * (c * a)))) - b) / (a * 3.0); else tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1.0], 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[(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 1:\\
\;\;\;\;\frac{\sqrt{b \cdot b - 3 \cdot \left(c \cdot a\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}\\
\end{array}
\end{array}
if b < 1Initial program 83.8%
sqr-neg83.8%
sqr-neg83.8%
associate-*l*83.9%
Simplified83.9%
if 1 < b Initial program 52.9%
sqr-neg52.9%
sqr-neg52.9%
associate-*l*52.9%
Simplified52.9%
pow152.9%
*-commutative52.9%
*-commutative52.9%
associate-*l*52.9%
*-commutative52.9%
Applied egg-rr52.9%
unpow152.9%
associate-*r*52.9%
Simplified52.9%
+-commutative52.9%
add-cube-cbrt49.5%
fma-define49.6%
cbrt-prod51.0%
add-sqr-sqrt51.0%
pow251.0%
associate-*l*51.0%
pow251.0%
associate-*l*51.0%
Applied egg-rr51.0%
clear-num51.0%
inv-pow51.0%
Applied egg-rr52.9%
unpow-152.9%
associate-/l*52.9%
unsub-neg52.9%
unpow252.9%
fma-neg53.0%
associate-*l*53.0%
*-commutative53.0%
distribute-rgt-neg-in53.0%
*-commutative53.0%
distribute-lft-neg-in53.0%
metadata-eval53.0%
*-commutative53.0%
Simplified53.0%
Taylor expanded in a around 0 85.7%
Final simplification85.4%
(FPCore (a b c) :precision binary64 (if (<= b 1.02) (/ (- (sqrt (- (* b b) (* a (* c 3.0)))) b) (* a 3.0)) (/ 1.0 (+ (* -2.0 (/ b c)) (* 1.5 (/ a b))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 1.02) {
tmp = (sqrt(((b * b) - (a * (c * 3.0)))) - b) / (a * 3.0);
} 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 <= 1.02d0) then
tmp = (sqrt(((b * b) - (a * (c * 3.0d0)))) - b) / (a * 3.0d0)
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 <= 1.02) {
tmp = (Math.sqrt(((b * b) - (a * (c * 3.0)))) - b) / (a * 3.0);
} else {
tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 1.02: tmp = (math.sqrt(((b * b) - (a * (c * 3.0)))) - b) / (a * 3.0) else: tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 1.02) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(a * Float64(c * 3.0)))) - b) / Float64(a * 3.0)); 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 <= 1.02) tmp = (sqrt(((b * b) - (a * (c * 3.0)))) - b) / (a * 3.0); else tmp = 1.0 / ((-2.0 * (b / c)) + (1.5 * (a / b))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 1.02], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(a * N[(c * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 3.0), $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 1.02:\\
\;\;\;\;\frac{\sqrt{b \cdot b - a \cdot \left(c \cdot 3\right)} - b}{a \cdot 3}\\
\mathbf{else}:\\
\;\;\;\;\frac{1}{-2 \cdot \frac{b}{c} + 1.5 \cdot \frac{a}{b}}\\
\end{array}
\end{array}
if b < 1.02Initial program 83.8%
sqr-neg83.8%
sqr-neg83.8%
associate-*l*83.9%
Simplified83.9%
pow183.9%
*-commutative83.9%
*-commutative83.9%
associate-*l*83.8%
*-commutative83.8%
Applied egg-rr83.8%
unpow183.8%
associate-*r*83.9%
Simplified83.9%
if 1.02 < b Initial program 52.9%
sqr-neg52.9%
sqr-neg52.9%
associate-*l*52.9%
Simplified52.9%
pow152.9%
*-commutative52.9%
*-commutative52.9%
associate-*l*52.9%
*-commutative52.9%
Applied egg-rr52.9%
unpow152.9%
associate-*r*52.9%
Simplified52.9%
+-commutative52.9%
add-cube-cbrt49.5%
fma-define49.6%
cbrt-prod51.0%
add-sqr-sqrt51.0%
pow251.0%
associate-*l*51.0%
pow251.0%
associate-*l*51.0%
Applied egg-rr51.0%
clear-num51.0%
inv-pow51.0%
Applied egg-rr52.9%
unpow-152.9%
associate-/l*52.9%
unsub-neg52.9%
unpow252.9%
fma-neg53.0%
associate-*l*53.0%
*-commutative53.0%
distribute-rgt-neg-in53.0%
*-commutative53.0%
distribute-lft-neg-in53.0%
metadata-eval53.0%
*-commutative53.0%
Simplified53.0%
Taylor expanded in a around 0 85.7%
Final simplification85.4%
(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 57.2%
sqr-neg57.2%
sqr-neg57.2%
associate-*l*57.2%
Simplified57.2%
pow157.2%
*-commutative57.2%
*-commutative57.2%
associate-*l*57.2%
*-commutative57.2%
Applied egg-rr57.2%
unpow157.2%
associate-*r*57.2%
Simplified57.2%
+-commutative57.2%
add-cube-cbrt53.6%
fma-define53.8%
cbrt-prod55.1%
add-sqr-sqrt55.1%
pow255.1%
associate-*l*55.1%
pow255.1%
associate-*l*55.1%
Applied egg-rr55.1%
clear-num55.1%
inv-pow55.1%
Applied egg-rr57.3%
unpow-157.3%
associate-/l*57.3%
unsub-neg57.3%
unpow257.3%
fma-neg57.4%
associate-*l*57.4%
*-commutative57.4%
distribute-rgt-neg-in57.4%
*-commutative57.4%
distribute-lft-neg-in57.4%
metadata-eval57.4%
*-commutative57.4%
Simplified57.4%
Taylor expanded in a around 0 82.0%
Final simplification82.0%
(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 57.2%
sqr-neg57.2%
sqr-neg57.2%
associate-*l*57.2%
Simplified57.2%
Taylor expanded in b around inf 62.8%
associate-*r/62.8%
*-commutative62.8%
Simplified62.8%
Final simplification62.8%
(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 57.2%
sqr-neg57.2%
sqr-neg57.2%
associate-*l*57.2%
Simplified57.2%
pow157.2%
*-commutative57.2%
*-commutative57.2%
associate-*l*57.2%
*-commutative57.2%
Applied egg-rr57.2%
unpow157.2%
associate-*r*57.2%
Simplified57.2%
div-inv57.3%
neg-mul-157.3%
fma-define57.3%
pow257.3%
associate-*l*57.2%
Applied egg-rr57.2%
*-commutative57.2%
cancel-sign-sub-inv57.2%
distribute-lft-neg-in57.2%
+-commutative57.2%
associate-*r*57.2%
distribute-lft-neg-in57.2%
metadata-eval57.2%
fma-define57.2%
associate-/r*57.2%
metadata-eval57.2%
Simplified57.2%
Taylor expanded in a around 0 3.2%
associate-*r/3.2%
distribute-rgt1-in3.2%
metadata-eval3.2%
mul0-lft3.2%
metadata-eval3.2%
Simplified3.2%
Final simplification3.2%
herbie shell --seed 2024067
(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)))