
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b c) :precision binary64 (/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))
double code(double a, double b, double c) {
return (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = (-b + sqrt(((b * b) - ((4.0d0 * a) * c)))) / (2.0d0 * a)
end function
public static double code(double a, double b, double c) {
return (-b + Math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a);
}
def code(a, b, c): return (-b + math.sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a)
function code(a, b, c) return Float64(Float64(Float64(-b) + sqrt(Float64(Float64(b * b) - Float64(Float64(4.0 * a) * c)))) / Float64(2.0 * a)) end
function tmp = code(a, b, c) tmp = (-b + sqrt(((b * b) - ((4.0 * a) * c)))) / (2.0 * a); end
code[a_, b_, c_] := N[(N[((-b) + N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(N[(4.0 * a), $MachinePrecision] * c), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\left(-b\right) + \sqrt{b \cdot b - \left(4 \cdot a\right) \cdot c}}{2 \cdot a}
\end{array}
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (* a c)))
(t_1 (fma t_0 -2.0 b))
(t_2 (fma t_0 2.0 b))
(t_3 (* t_2 t_1)))
(if (<= b 0.65)
(/
(/
(- (pow t_3 1.5) (pow b 3.0))
(+ (pow b 2.0) (fma t_2 t_1 (* b (sqrt t_3)))))
(* a 2.0))
(+
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(-
(-
(* -0.25 (* (pow (* a c) 4.0) (/ 20.0 (* a (pow b 7.0)))))
(/ (* a (pow c 2.0)) (pow b 3.0)))
(/ c b))))))
double code(double a, double b, double c) {
double t_0 = sqrt((a * c));
double t_1 = fma(t_0, -2.0, b);
double t_2 = fma(t_0, 2.0, b);
double t_3 = t_2 * t_1;
double tmp;
if (b <= 0.65) {
tmp = ((pow(t_3, 1.5) - pow(b, 3.0)) / (pow(b, 2.0) + fma(t_2, t_1, (b * sqrt(t_3))))) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (((-0.25 * (pow((a * c), 4.0) * (20.0 / (a * pow(b, 7.0))))) - ((a * pow(c, 2.0)) / pow(b, 3.0))) - (c / b));
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(Float64(a * c)) t_1 = fma(t_0, -2.0, b) t_2 = fma(t_0, 2.0, b) t_3 = Float64(t_2 * t_1) tmp = 0.0 if (b <= 0.65) tmp = Float64(Float64(Float64((t_3 ^ 1.5) - (b ^ 3.0)) / Float64((b ^ 2.0) + fma(t_2, t_1, Float64(b * sqrt(t_3))))) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(Float64(-0.25 * Float64((Float64(a * c) ^ 4.0) * Float64(20.0 / Float64(a * (b ^ 7.0))))) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) - Float64(c / b))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(a * c), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * -2.0 + b), $MachinePrecision]}, Block[{t$95$2 = N[(t$95$0 * 2.0 + b), $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 * t$95$1), $MachinePrecision]}, If[LessEqual[b, 0.65], N[(N[(N[(N[Power[t$95$3, 1.5], $MachinePrecision] - N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] / N[(N[Power[b, 2.0], $MachinePrecision] + N[(t$95$2 * t$95$1 + N[(b * N[Sqrt[t$95$3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(-0.25 * N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] * N[(20.0 / N[(a * N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{a \cdot c}\\
t_1 := \mathsf{fma}\left(t\_0, -2, b\right)\\
t_2 := \mathsf{fma}\left(t\_0, 2, b\right)\\
t_3 := t\_2 \cdot t\_1\\
\mathbf{if}\;b \leq 0.65:\\
\;\;\;\;\frac{\frac{{t\_3}^{1.5} - {b}^{3}}{{b}^{2} + \mathsf{fma}\left(t\_2, t\_1, b \cdot \sqrt{t\_3}\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(\left(-0.25 \cdot \left({\left(a \cdot c\right)}^{4} \cdot \frac{20}{a \cdot {b}^{7}}\right) - \frac{a \cdot {c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\right)\\
\end{array}
\end{array}
if b < 0.650000000000000022Initial program 85.5%
*-commutative85.5%
Simplified85.5%
add-sqr-sqrt85.5%
difference-of-squares85.7%
associate-*l*85.7%
sqrt-prod85.7%
metadata-eval85.7%
associate-*l*85.7%
sqrt-prod85.7%
metadata-eval85.7%
Applied egg-rr85.7%
*-commutative85.7%
cancel-sign-sub-inv85.7%
metadata-eval85.7%
Simplified85.7%
flip3-+85.9%
Applied egg-rr86.5%
+-commutative86.5%
cube-neg86.5%
unsub-neg86.5%
fma-undefine86.5%
*-commutative86.5%
fma-define86.5%
fma-undefine86.5%
*-commutative86.5%
fma-define86.5%
Simplified86.6%
if 0.650000000000000022 < b Initial program 51.2%
*-commutative51.2%
Simplified51.2%
Taylor expanded in b around inf 94.4%
Taylor expanded in c around 0 94.4%
distribute-rgt-out94.4%
associate-*r*94.4%
*-commutative94.4%
metadata-eval94.4%
pow-sqr94.4%
metadata-eval94.4%
pow-sqr94.4%
unswap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
pow-sqr94.4%
metadata-eval94.4%
Simplified94.4%
Final simplification93.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (* a c))) (t_1 (* (fma 2.0 t_0 b) (fma -2.0 t_0 b))))
(if (<= b 0.65)
(/
(/
(+ (pow (- b) 3.0) (pow t_1 1.5))
(+ (pow (- b) 2.0) (+ t_1 (* b (sqrt t_1)))))
(* a 2.0))
(+
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(-
(-
(* -0.25 (* (pow (* a c) 4.0) (/ 20.0 (* a (pow b 7.0)))))
(/ (* a (pow c 2.0)) (pow b 3.0)))
(/ c b))))))
double code(double a, double b, double c) {
double t_0 = sqrt((a * c));
double t_1 = fma(2.0, t_0, b) * fma(-2.0, t_0, b);
double tmp;
if (b <= 0.65) {
tmp = ((pow(-b, 3.0) + pow(t_1, 1.5)) / (pow(-b, 2.0) + (t_1 + (b * sqrt(t_1))))) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (((-0.25 * (pow((a * c), 4.0) * (20.0 / (a * pow(b, 7.0))))) - ((a * pow(c, 2.0)) / pow(b, 3.0))) - (c / b));
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(Float64(a * c)) t_1 = Float64(fma(2.0, t_0, b) * fma(-2.0, t_0, b)) tmp = 0.0 if (b <= 0.65) tmp = Float64(Float64(Float64((Float64(-b) ^ 3.0) + (t_1 ^ 1.5)) / Float64((Float64(-b) ^ 2.0) + Float64(t_1 + Float64(b * sqrt(t_1))))) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(Float64(-0.25 * Float64((Float64(a * c) ^ 4.0) * Float64(20.0 / Float64(a * (b ^ 7.0))))) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) - Float64(c / b))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(a * c), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[(2.0 * t$95$0 + b), $MachinePrecision] * N[(-2.0 * t$95$0 + b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.65], N[(N[(N[(N[Power[(-b), 3.0], $MachinePrecision] + N[Power[t$95$1, 1.5], $MachinePrecision]), $MachinePrecision] / N[(N[Power[(-b), 2.0], $MachinePrecision] + N[(t$95$1 + N[(b * N[Sqrt[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(-0.25 * N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] * N[(20.0 / N[(a * N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{a \cdot c}\\
t_1 := \mathsf{fma}\left(2, t\_0, b\right) \cdot \mathsf{fma}\left(-2, t\_0, b\right)\\
\mathbf{if}\;b \leq 0.65:\\
\;\;\;\;\frac{\frac{{\left(-b\right)}^{3} + {t\_1}^{1.5}}{{\left(-b\right)}^{2} + \left(t\_1 + b \cdot \sqrt{t\_1}\right)}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(\left(-0.25 \cdot \left({\left(a \cdot c\right)}^{4} \cdot \frac{20}{a \cdot {b}^{7}}\right) - \frac{a \cdot {c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\right)\\
\end{array}
\end{array}
if b < 0.650000000000000022Initial program 85.5%
*-commutative85.5%
Simplified85.5%
add-sqr-sqrt85.5%
difference-of-squares85.7%
associate-*l*85.7%
sqrt-prod85.7%
metadata-eval85.7%
associate-*l*85.7%
sqrt-prod85.7%
metadata-eval85.7%
Applied egg-rr85.7%
*-commutative85.7%
cancel-sign-sub-inv85.7%
metadata-eval85.7%
Simplified85.7%
flip3-+85.9%
Applied egg-rr86.5%
cancel-sign-sub86.5%
Simplified86.5%
if 0.650000000000000022 < b Initial program 51.2%
*-commutative51.2%
Simplified51.2%
Taylor expanded in b around inf 94.4%
Taylor expanded in c around 0 94.4%
distribute-rgt-out94.4%
associate-*r*94.4%
*-commutative94.4%
metadata-eval94.4%
pow-sqr94.4%
metadata-eval94.4%
pow-sqr94.4%
unswap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
pow-sqr94.4%
metadata-eval94.4%
Simplified94.4%
Final simplification93.0%
(FPCore (a b c)
:precision binary64
(let* ((t_0 (sqrt (* a c))) (t_1 (* (fma t_0 2.0 b) (fma t_0 -2.0 b))))
(if (<= b 0.65)
(/ (/ (- t_1 (pow b 2.0)) (+ b (sqrt t_1))) (* a 2.0))
(+
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(-
(-
(* -0.25 (* (pow (* a c) 4.0) (/ 20.0 (* a (pow b 7.0)))))
(/ (* a (pow c 2.0)) (pow b 3.0)))
(/ c b))))))
double code(double a, double b, double c) {
double t_0 = sqrt((a * c));
double t_1 = fma(t_0, 2.0, b) * fma(t_0, -2.0, b);
double tmp;
if (b <= 0.65) {
tmp = ((t_1 - pow(b, 2.0)) / (b + sqrt(t_1))) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (((-0.25 * (pow((a * c), 4.0) * (20.0 / (a * pow(b, 7.0))))) - ((a * pow(c, 2.0)) / pow(b, 3.0))) - (c / b));
}
return tmp;
}
function code(a, b, c) t_0 = sqrt(Float64(a * c)) t_1 = Float64(fma(t_0, 2.0, b) * fma(t_0, -2.0, b)) tmp = 0.0 if (b <= 0.65) tmp = Float64(Float64(Float64(t_1 - (b ^ 2.0)) / Float64(b + sqrt(t_1))) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(Float64(-0.25 * Float64((Float64(a * c) ^ 4.0) * Float64(20.0 / Float64(a * (b ^ 7.0))))) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) - Float64(c / b))); end return tmp end
code[a_, b_, c_] := Block[{t$95$0 = N[Sqrt[N[(a * c), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(N[(t$95$0 * 2.0 + b), $MachinePrecision] * N[(t$95$0 * -2.0 + b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[b, 0.65], N[(N[(N[(t$95$1 - N[Power[b, 2.0], $MachinePrecision]), $MachinePrecision] / N[(b + N[Sqrt[t$95$1], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(-0.25 * N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] * N[(20.0 / N[(a * N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{a \cdot c}\\
t_1 := \mathsf{fma}\left(t\_0, 2, b\right) \cdot \mathsf{fma}\left(t\_0, -2, b\right)\\
\mathbf{if}\;b \leq 0.65:\\
\;\;\;\;\frac{\frac{t\_1 - {b}^{2}}{b + \sqrt{t\_1}}}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(\left(-0.25 \cdot \left({\left(a \cdot c\right)}^{4} \cdot \frac{20}{a \cdot {b}^{7}}\right) - \frac{a \cdot {c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\right)\\
\end{array}
\end{array}
if b < 0.650000000000000022Initial program 85.5%
*-commutative85.5%
Simplified85.5%
add-sqr-sqrt85.5%
difference-of-squares85.7%
associate-*l*85.7%
sqrt-prod85.7%
metadata-eval85.7%
associate-*l*85.7%
sqrt-prod85.7%
metadata-eval85.7%
Applied egg-rr85.7%
*-commutative85.7%
cancel-sign-sub-inv85.7%
metadata-eval85.7%
Simplified85.7%
flip-+85.7%
pow285.7%
add-sqr-sqrt86.3%
+-commutative86.3%
*-commutative86.3%
fma-define86.3%
+-commutative86.3%
fma-define86.3%
Applied egg-rr86.3%
unpow286.3%
sqr-neg86.3%
unpow286.3%
fma-undefine86.3%
*-commutative86.3%
fma-define86.3%
fma-undefine86.3%
*-commutative86.3%
fma-define86.3%
fma-undefine86.3%
*-commutative86.3%
fma-define86.3%
fma-undefine86.3%
*-commutative86.3%
Simplified86.3%
if 0.650000000000000022 < b Initial program 51.2%
*-commutative51.2%
Simplified51.2%
Taylor expanded in b around inf 94.4%
Taylor expanded in c around 0 94.4%
distribute-rgt-out94.4%
associate-*r*94.4%
*-commutative94.4%
metadata-eval94.4%
pow-sqr94.4%
metadata-eval94.4%
pow-sqr94.4%
unswap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
pow-sqr94.4%
metadata-eval94.4%
Simplified94.4%
Final simplification92.9%
(FPCore (a b c)
:precision binary64
(if (<= b 0.74)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(+
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(-
(-
(* -0.25 (* (pow (* a c) 4.0) (/ 20.0 (* a (pow b 7.0)))))
(/ (* a (pow c 2.0)) (pow b 3.0)))
(/ c b)))))
double code(double a, double b, double c) {
double tmp;
if (b <= 0.74) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) + (((-0.25 * (pow((a * c), 4.0) * (20.0 / (a * pow(b, 7.0))))) - ((a * pow(c, 2.0)) / pow(b, 3.0))) - (c / b));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 0.74) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) + Float64(Float64(Float64(-0.25 * Float64((Float64(a * c) ^ 4.0) * Float64(20.0 / Float64(a * (b ^ 7.0))))) - Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0))) - Float64(c / b))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 0.74], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(-0.25 * N[(N[Power[N[(a * c), $MachinePrecision], 4.0], $MachinePrecision] * N[(20.0 / N[(a * N[Power[b, 7.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(a * N[Power[c, 2.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(c / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 0.74:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} + \left(\left(-0.25 \cdot \left({\left(a \cdot c\right)}^{4} \cdot \frac{20}{a \cdot {b}^{7}}\right) - \frac{a \cdot {c}^{2}}{{b}^{3}}\right) - \frac{c}{b}\right)\\
\end{array}
\end{array}
if b < 0.73999999999999999Initial program 85.5%
*-commutative85.5%
+-commutative85.5%
sqr-neg85.5%
unsub-neg85.5%
sqr-neg85.5%
fma-neg85.8%
distribute-lft-neg-in85.8%
*-commutative85.8%
*-commutative85.8%
distribute-rgt-neg-in85.8%
metadata-eval85.8%
Simplified85.8%
if 0.73999999999999999 < b Initial program 51.2%
*-commutative51.2%
Simplified51.2%
Taylor expanded in b around inf 94.4%
Taylor expanded in c around 0 94.4%
distribute-rgt-out94.4%
associate-*r*94.4%
*-commutative94.4%
metadata-eval94.4%
pow-sqr94.4%
metadata-eval94.4%
pow-sqr94.4%
unswap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
swap-sqr94.4%
unpow294.4%
unpow294.4%
pow-sqr94.4%
metadata-eval94.4%
Simplified94.4%
Final simplification92.8%
(FPCore (a b c)
:precision binary64
(if (<= b 3.75)
(/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0))
(-
(* -2.0 (/ (* (pow a 2.0) (pow c 3.0)) (pow b 5.0)))
(+ (/ c b) (/ (* a (pow c 2.0)) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 3.75) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-2.0 * ((pow(a, 2.0) * pow(c, 3.0)) / pow(b, 5.0))) - ((c / b) + ((a * pow(c, 2.0)) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 3.75) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(-2.0 * Float64(Float64((a ^ 2.0) * (c ^ 3.0)) / (b ^ 5.0))) - Float64(Float64(c / b) + Float64(Float64(a * (c ^ 2.0)) / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 3.75], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(-2.0 * N[(N[(N[Power[a, 2.0], $MachinePrecision] * N[Power[c, 3.0], $MachinePrecision]), $MachinePrecision] / N[Power[b, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(c / b), $MachinePrecision] + 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 3.75:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;-2 \cdot \frac{{a}^{2} \cdot {c}^{3}}{{b}^{5}} - \left(\frac{c}{b} + \frac{a \cdot {c}^{2}}{{b}^{3}}\right)\\
\end{array}
\end{array}
if b < 3.75Initial program 83.5%
*-commutative83.5%
+-commutative83.5%
sqr-neg83.5%
unsub-neg83.5%
sqr-neg83.5%
fma-neg83.7%
distribute-lft-neg-in83.7%
*-commutative83.7%
*-commutative83.7%
distribute-rgt-neg-in83.7%
metadata-eval83.7%
Simplified83.7%
if 3.75 < b Initial program 49.7%
*-commutative49.7%
Simplified49.7%
Taylor expanded in b around inf 92.6%
Final simplification90.6%
(FPCore (a b c) :precision binary64 (let* ((t_0 (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)))) (if (<= t_0 -8e-7) t_0 (/ (- c) b))))
double code(double a, double b, double c) {
double t_0 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
double tmp;
if (t_0 <= -8e-7) {
tmp = t_0;
} else {
tmp = -c / b;
}
return tmp;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
real(8) :: t_0
real(8) :: tmp
t_0 = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)
if (t_0 <= (-8d-7)) then
tmp = t_0
else
tmp = -c / b
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double t_0 = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
double tmp;
if (t_0 <= -8e-7) {
tmp = t_0;
} else {
tmp = -c / b;
}
return tmp;
}
def code(a, b, c): t_0 = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) tmp = 0 if t_0 <= -8e-7: tmp = t_0 else: tmp = -c / b return tmp
function code(a, b, c) t_0 = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)) tmp = 0.0 if (t_0 <= -8e-7) tmp = t_0; else tmp = Float64(Float64(-c) / b); end return tmp end
function tmp_2 = code(a, b, c) t_0 = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); tmp = 0.0; if (t_0 <= -8e-7) tmp = t_0; else tmp = -c / b; end tmp_2 = tmp; end
code[a_, b_, c_] := Block[{t$95$0 = N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -8e-7], t$95$0, N[((-c) / b), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{if}\;t\_0 \leq -8 \cdot 10^{-7}:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b}\\
\end{array}
\end{array}
if (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) < -7.9999999999999996e-7Initial program 75.1%
if -7.9999999999999996e-7 < (/.f64 (+.f64 (neg.f64 b) (sqrt.f64 (-.f64 (*.f64 b b) (*.f64 (*.f64 4 a) c)))) (*.f64 2 a)) Initial program 31.0%
*-commutative31.0%
Simplified31.0%
Taylor expanded in b around inf 84.1%
mul-1-neg84.1%
distribute-neg-frac84.1%
Simplified84.1%
Final simplification78.8%
(FPCore (a b c) :precision binary64 (if (<= b 9.0) (/ (- (sqrt (fma b b (* c (* a -4.0)))) b) (* a 2.0)) (- (/ (- c) b) (* a (/ (pow c 2.0) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 9.0) {
tmp = (sqrt(fma(b, b, (c * (a * -4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - (a * (pow(c, 2.0) / pow(b, 3.0)));
}
return tmp;
}
function code(a, b, c) tmp = 0.0 if (b <= 9.0) tmp = Float64(Float64(sqrt(fma(b, b, Float64(c * Float64(a * -4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(a * Float64((c ^ 2.0) / (b ^ 3.0)))); end return tmp end
code[a_, b_, c_] := If[LessEqual[b, 9.0], N[(N[(N[Sqrt[N[(b * b + N[(c * N[(a * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(a * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 9:\\
\;\;\;\;\frac{\sqrt{\mathsf{fma}\left(b, b, c \cdot \left(a \cdot -4\right)\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - a \cdot \frac{{c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if b < 9Initial program 82.9%
*-commutative82.9%
+-commutative82.9%
sqr-neg82.9%
unsub-neg82.9%
sqr-neg82.9%
fma-neg83.1%
distribute-lft-neg-in83.1%
*-commutative83.1%
*-commutative83.1%
distribute-rgt-neg-in83.1%
metadata-eval83.1%
Simplified83.1%
if 9 < b Initial program 48.5%
*-commutative48.5%
Simplified48.5%
Taylor expanded in b around inf 87.4%
distribute-lft-out87.4%
associate-/l*87.4%
Simplified87.4%
Final simplification86.3%
(FPCore (a b c) :precision binary64 (if (<= b 9.0) (/ (- (sqrt (- (* b b) (* c (* a 4.0)))) b) (* a 2.0)) (- (/ (- c) b) (* a (/ (pow c 2.0) (pow b 3.0))))))
double code(double a, double b, double c) {
double tmp;
if (b <= 9.0) {
tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - (a * (pow(c, 2.0) / pow(b, 3.0)));
}
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 <= 9.0d0) then
tmp = (sqrt(((b * b) - (c * (a * 4.0d0)))) - b) / (a * 2.0d0)
else
tmp = (-c / b) - (a * ((c ** 2.0d0) / (b ** 3.0d0)))
end if
code = tmp
end function
public static double code(double a, double b, double c) {
double tmp;
if (b <= 9.0) {
tmp = (Math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0);
} else {
tmp = (-c / b) - (a * (Math.pow(c, 2.0) / Math.pow(b, 3.0)));
}
return tmp;
}
def code(a, b, c): tmp = 0 if b <= 9.0: tmp = (math.sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0) else: tmp = (-c / b) - (a * (math.pow(c, 2.0) / math.pow(b, 3.0))) return tmp
function code(a, b, c) tmp = 0.0 if (b <= 9.0) tmp = Float64(Float64(sqrt(Float64(Float64(b * b) - Float64(c * Float64(a * 4.0)))) - b) / Float64(a * 2.0)); else tmp = Float64(Float64(Float64(-c) / b) - Float64(a * Float64((c ^ 2.0) / (b ^ 3.0)))); end return tmp end
function tmp_2 = code(a, b, c) tmp = 0.0; if (b <= 9.0) tmp = (sqrt(((b * b) - (c * (a * 4.0)))) - b) / (a * 2.0); else tmp = (-c / b) - (a * ((c ^ 2.0) / (b ^ 3.0))); end tmp_2 = tmp; end
code[a_, b_, c_] := If[LessEqual[b, 9.0], N[(N[(N[Sqrt[N[(N[(b * b), $MachinePrecision] - N[(c * N[(a * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] - b), $MachinePrecision] / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], N[(N[((-c) / b), $MachinePrecision] - N[(a * N[(N[Power[c, 2.0], $MachinePrecision] / N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 9:\\
\;\;\;\;\frac{\sqrt{b \cdot b - c \cdot \left(a \cdot 4\right)} - b}{a \cdot 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{-c}{b} - a \cdot \frac{{c}^{2}}{{b}^{3}}\\
\end{array}
\end{array}
if b < 9Initial program 82.9%
if 9 < b Initial program 48.5%
*-commutative48.5%
Simplified48.5%
Taylor expanded in b around inf 87.4%
distribute-lft-out87.4%
associate-/l*87.4%
Simplified87.4%
Final simplification86.2%
(FPCore (a b c) :precision binary64 (/ (- c) b))
double code(double a, double b, double c) {
return -c / b;
}
real(8) function code(a, b, c)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8), intent (in) :: c
code = -c / b
end function
public static double code(double a, double b, double c) {
return -c / b;
}
def code(a, b, c): return -c / b
function code(a, b, c) return Float64(Float64(-c) / b) end
function tmp = code(a, b, c) tmp = -c / b; end
code[a_, b_, c_] := N[((-c) / b), $MachinePrecision]
\begin{array}{l}
\\
\frac{-c}{b}
\end{array}
Initial program 57.4%
*-commutative57.4%
Simplified57.4%
Taylor expanded in b around inf 62.6%
mul-1-neg62.6%
distribute-neg-frac62.6%
Simplified62.6%
Final simplification62.6%
(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 57.4%
*-commutative57.4%
Simplified57.4%
add-sqr-sqrt57.4%
difference-of-squares57.4%
associate-*l*57.4%
sqrt-prod57.4%
metadata-eval57.4%
associate-*l*57.4%
sqrt-prod57.4%
metadata-eval57.4%
Applied egg-rr57.4%
*-commutative57.4%
cancel-sign-sub-inv57.4%
metadata-eval57.4%
Simplified57.4%
Taylor expanded in b around inf 3.2%
associate-*r/3.2%
distribute-rgt-out3.2%
metadata-eval3.2%
mul0-rgt3.2%
metadata-eval3.2%
Simplified3.2%
Final simplification3.2%
herbie shell --seed 2024041
(FPCore (a b c)
:name "Quadratic roots, narrow range"
:precision binary64
:pre (and (and (and (< 1.0536712127723509e-8 a) (< a 94906265.62425156)) (and (< 1.0536712127723509e-8 b) (< b 94906265.62425156))) (and (< 1.0536712127723509e-8 c) (< c 94906265.62425156)))
(/ (+ (- b) (sqrt (- (* b b) (* (* 4.0 a) c)))) (* 2.0 a)))