| Alternative 1 | |
|---|---|
| Accuracy | 98.1% |
| Cost | 5956 |

(FPCore (x y z)
:precision binary64
(/
(*
(- x 2.0)
(+
(*
(+ (* (+ (* (+ (* x 4.16438922228) 78.6994924154) x) 137.519416416) x) y)
x)
z))
(+
(* (+ (* (+ (* (+ x 43.3400022514) x) 263.505074721) x) 313.399215894) x)
47.066876606)))(FPCore (x y z)
:precision binary64
(let* ((t_0
(+
(*
x
(+ (* x (+ (* x (+ x 43.3400022514)) 263.505074721)) 313.399215894))
47.066876606))
(t_1
(*
x
(+
(* x (+ (* x (+ (* x 4.16438922228) 78.6994924154)) 137.519416416))
y))))
(if (<= (/ (* (- x 2.0) (+ t_1 z)) t_0) 2e+296)
(*
(+ x -2.0)
(+
(/ t_1 t_0)
(/
z
(+
47.066876606
(*
x
(+
313.399215894
(* x (+ 263.505074721 (+ (* x 43.3400022514) (* x x))))))))))
(+
(+
(+ (* x 4.16438922228) (/ 3655.1204654076414 x))
(/ (- y 130977.50649958357) (* x x)))
-110.1139242984811))))double code(double x, double y, double z) {
return ((x - 2.0) * ((((((((x * 4.16438922228) + 78.6994924154) * x) + 137.519416416) * x) + y) * x) + z)) / (((((((x + 43.3400022514) * x) + 263.505074721) * x) + 313.399215894) * x) + 47.066876606);
}
double code(double x, double y, double z) {
double t_0 = (x * ((x * ((x * (x + 43.3400022514)) + 263.505074721)) + 313.399215894)) + 47.066876606;
double t_1 = x * ((x * ((x * ((x * 4.16438922228) + 78.6994924154)) + 137.519416416)) + y);
double tmp;
if ((((x - 2.0) * (t_1 + z)) / t_0) <= 2e+296) {
tmp = (x + -2.0) * ((t_1 / t_0) + (z / (47.066876606 + (x * (313.399215894 + (x * (263.505074721 + ((x * 43.3400022514) + (x * x)))))))));
} else {
tmp = (((x * 4.16438922228) + (3655.1204654076414 / x)) + ((y - 130977.50649958357) / (x * x))) + -110.1139242984811;
}
return tmp;
}
real(8) function code(x, y, z)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
code = ((x - 2.0d0) * ((((((((x * 4.16438922228d0) + 78.6994924154d0) * x) + 137.519416416d0) * x) + y) * x) + z)) / (((((((x + 43.3400022514d0) * x) + 263.505074721d0) * x) + 313.399215894d0) * x) + 47.066876606d0)
end function
real(8) function code(x, y, z)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8) :: t_0
real(8) :: t_1
real(8) :: tmp
t_0 = (x * ((x * ((x * (x + 43.3400022514d0)) + 263.505074721d0)) + 313.399215894d0)) + 47.066876606d0
t_1 = x * ((x * ((x * ((x * 4.16438922228d0) + 78.6994924154d0)) + 137.519416416d0)) + y)
if ((((x - 2.0d0) * (t_1 + z)) / t_0) <= 2d+296) then
tmp = (x + (-2.0d0)) * ((t_1 / t_0) + (z / (47.066876606d0 + (x * (313.399215894d0 + (x * (263.505074721d0 + ((x * 43.3400022514d0) + (x * x)))))))))
else
tmp = (((x * 4.16438922228d0) + (3655.1204654076414d0 / x)) + ((y - 130977.50649958357d0) / (x * x))) + (-110.1139242984811d0)
end if
code = tmp
end function
public static double code(double x, double y, double z) {
return ((x - 2.0) * ((((((((x * 4.16438922228) + 78.6994924154) * x) + 137.519416416) * x) + y) * x) + z)) / (((((((x + 43.3400022514) * x) + 263.505074721) * x) + 313.399215894) * x) + 47.066876606);
}
public static double code(double x, double y, double z) {
double t_0 = (x * ((x * ((x * (x + 43.3400022514)) + 263.505074721)) + 313.399215894)) + 47.066876606;
double t_1 = x * ((x * ((x * ((x * 4.16438922228) + 78.6994924154)) + 137.519416416)) + y);
double tmp;
if ((((x - 2.0) * (t_1 + z)) / t_0) <= 2e+296) {
tmp = (x + -2.0) * ((t_1 / t_0) + (z / (47.066876606 + (x * (313.399215894 + (x * (263.505074721 + ((x * 43.3400022514) + (x * x)))))))));
} else {
tmp = (((x * 4.16438922228) + (3655.1204654076414 / x)) + ((y - 130977.50649958357) / (x * x))) + -110.1139242984811;
}
return tmp;
}
def code(x, y, z): return ((x - 2.0) * ((((((((x * 4.16438922228) + 78.6994924154) * x) + 137.519416416) * x) + y) * x) + z)) / (((((((x + 43.3400022514) * x) + 263.505074721) * x) + 313.399215894) * x) + 47.066876606)
def code(x, y, z): t_0 = (x * ((x * ((x * (x + 43.3400022514)) + 263.505074721)) + 313.399215894)) + 47.066876606 t_1 = x * ((x * ((x * ((x * 4.16438922228) + 78.6994924154)) + 137.519416416)) + y) tmp = 0 if (((x - 2.0) * (t_1 + z)) / t_0) <= 2e+296: tmp = (x + -2.0) * ((t_1 / t_0) + (z / (47.066876606 + (x * (313.399215894 + (x * (263.505074721 + ((x * 43.3400022514) + (x * x))))))))) else: tmp = (((x * 4.16438922228) + (3655.1204654076414 / x)) + ((y - 130977.50649958357) / (x * x))) + -110.1139242984811 return tmp
function code(x, y, z) return Float64(Float64(Float64(x - 2.0) * Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(x * 4.16438922228) + 78.6994924154) * x) + 137.519416416) * x) + y) * x) + z)) / Float64(Float64(Float64(Float64(Float64(Float64(Float64(x + 43.3400022514) * x) + 263.505074721) * x) + 313.399215894) * x) + 47.066876606)) end
function code(x, y, z) t_0 = Float64(Float64(x * Float64(Float64(x * Float64(Float64(x * Float64(x + 43.3400022514)) + 263.505074721)) + 313.399215894)) + 47.066876606) t_1 = Float64(x * Float64(Float64(x * Float64(Float64(x * Float64(Float64(x * 4.16438922228) + 78.6994924154)) + 137.519416416)) + y)) tmp = 0.0 if (Float64(Float64(Float64(x - 2.0) * Float64(t_1 + z)) / t_0) <= 2e+296) tmp = Float64(Float64(x + -2.0) * Float64(Float64(t_1 / t_0) + Float64(z / Float64(47.066876606 + Float64(x * Float64(313.399215894 + Float64(x * Float64(263.505074721 + Float64(Float64(x * 43.3400022514) + Float64(x * x)))))))))); else tmp = Float64(Float64(Float64(Float64(x * 4.16438922228) + Float64(3655.1204654076414 / x)) + Float64(Float64(y - 130977.50649958357) / Float64(x * x))) + -110.1139242984811); end return tmp end
function tmp = code(x, y, z) tmp = ((x - 2.0) * ((((((((x * 4.16438922228) + 78.6994924154) * x) + 137.519416416) * x) + y) * x) + z)) / (((((((x + 43.3400022514) * x) + 263.505074721) * x) + 313.399215894) * x) + 47.066876606); end
function tmp_2 = code(x, y, z) t_0 = (x * ((x * ((x * (x + 43.3400022514)) + 263.505074721)) + 313.399215894)) + 47.066876606; t_1 = x * ((x * ((x * ((x * 4.16438922228) + 78.6994924154)) + 137.519416416)) + y); tmp = 0.0; if ((((x - 2.0) * (t_1 + z)) / t_0) <= 2e+296) tmp = (x + -2.0) * ((t_1 / t_0) + (z / (47.066876606 + (x * (313.399215894 + (x * (263.505074721 + ((x * 43.3400022514) + (x * x))))))))); else tmp = (((x * 4.16438922228) + (3655.1204654076414 / x)) + ((y - 130977.50649958357) / (x * x))) + -110.1139242984811; end tmp_2 = tmp; end
code[x_, y_, z_] := N[(N[(N[(x - 2.0), $MachinePrecision] * N[(N[(N[(N[(N[(N[(N[(N[(x * 4.16438922228), $MachinePrecision] + 78.6994924154), $MachinePrecision] * x), $MachinePrecision] + 137.519416416), $MachinePrecision] * x), $MachinePrecision] + y), $MachinePrecision] * x), $MachinePrecision] + z), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(N[(N[(x + 43.3400022514), $MachinePrecision] * x), $MachinePrecision] + 263.505074721), $MachinePrecision] * x), $MachinePrecision] + 313.399215894), $MachinePrecision] * x), $MachinePrecision] + 47.066876606), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_] := Block[{t$95$0 = N[(N[(x * N[(N[(x * N[(N[(x * N[(x + 43.3400022514), $MachinePrecision]), $MachinePrecision] + 263.505074721), $MachinePrecision]), $MachinePrecision] + 313.399215894), $MachinePrecision]), $MachinePrecision] + 47.066876606), $MachinePrecision]}, Block[{t$95$1 = N[(x * N[(N[(x * N[(N[(x * N[(N[(x * 4.16438922228), $MachinePrecision] + 78.6994924154), $MachinePrecision]), $MachinePrecision] + 137.519416416), $MachinePrecision]), $MachinePrecision] + y), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[(N[(x - 2.0), $MachinePrecision] * N[(t$95$1 + z), $MachinePrecision]), $MachinePrecision] / t$95$0), $MachinePrecision], 2e+296], N[(N[(x + -2.0), $MachinePrecision] * N[(N[(t$95$1 / t$95$0), $MachinePrecision] + N[(z / N[(47.066876606 + N[(x * N[(313.399215894 + N[(x * N[(263.505074721 + N[(N[(x * 43.3400022514), $MachinePrecision] + N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(x * 4.16438922228), $MachinePrecision] + N[(3655.1204654076414 / x), $MachinePrecision]), $MachinePrecision] + N[(N[(y - 130977.50649958357), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -110.1139242984811), $MachinePrecision]]]]
\frac{\left(x - 2\right) \cdot \left(\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\begin{array}{l}
t_0 := x \cdot \left(x \cdot \left(x \cdot \left(x + 43.3400022514\right) + 263.505074721\right) + 313.399215894\right) + 47.066876606\\
t_1 := x \cdot \left(x \cdot \left(x \cdot \left(x \cdot 4.16438922228 + 78.6994924154\right) + 137.519416416\right) + y\right)\\
\mathbf{if}\;\frac{\left(x - 2\right) \cdot \left(t_1 + z\right)}{t_0} \leq 2 \cdot 10^{+296}:\\
\;\;\;\;\left(x + -2\right) \cdot \left(\frac{t_1}{t_0} + \frac{z}{47.066876606 + x \cdot \left(313.399215894 + x \cdot \left(263.505074721 + \left(x \cdot 43.3400022514 + x \cdot x\right)\right)\right)}\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(x \cdot 4.16438922228 + \frac{3655.1204654076414}{x}\right) + \frac{y - 130977.50649958357}{x \cdot x}\right) + -110.1139242984811\\
\end{array}
Herbie found 20 alternatives:
| Alternative | Accuracy | Speedup |
|---|
Results
| Original | 58.2% |
|---|---|
| Target | 98.7% |
| Herbie | 98.1% |
if (/.f64 (*.f64 (-.f64 x 2) (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 x 104109730557/25000000000) 393497462077/5000000000) x) 4297481763/31250000) x) y) x) z)) (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 x 216700011257/5000000000) x) 263505074721/1000000000) x) 156699607947/500000000) x) 23533438303/500000000)) < 1.99999999999999996e296Initial program 93.8%
Simplified99.5%
[Start]93.8% | \[ \frac{\left(x - 2\right) \cdot \left(\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
|---|---|
associate-*r/ [<=]99.5% | \[ \color{blue}{\left(x - 2\right) \cdot \frac{\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}}
\] |
sub-neg [=>]99.5% | \[ \color{blue}{\left(x + \left(-2\right)\right)} \cdot \frac{\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
metadata-eval [=>]99.5% | \[ \left(x + \color{blue}{-2}\right) \cdot \frac{\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\color{blue}{x \cdot \left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right)} + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\color{blue}{\mathsf{fma}\left(x, \left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y, z\right)}}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \color{blue}{x \cdot \left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right)} + y, z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \color{blue}{\mathsf{fma}\left(x, \left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416, y\right)}, z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \color{blue}{x \cdot \left(x \cdot 4.16438922228 + 78.6994924154\right)} + 137.519416416, y\right), z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \color{blue}{\mathsf{fma}\left(x, x \cdot 4.16438922228 + 78.6994924154, 137.519416416\right)}, y\right), z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \mathsf{fma}\left(x, \color{blue}{\mathsf{fma}\left(x, 4.16438922228, 78.6994924154\right)}, 137.519416416\right), y\right), z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]99.5% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \mathsf{fma}\left(x, \mathsf{fma}\left(x, 4.16438922228, 78.6994924154\right), 137.519416416\right), y\right), z\right)}{\color{blue}{x \cdot \left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right)} + 47.066876606}
\] |
Taylor expanded in z around 0 99.5%
Applied egg-rr99.5%
[Start]99.5% | \[ \left(x + -2\right) \cdot \left(\frac{\left(\left(137.519416416 + \left(78.6994924154 + 4.16438922228 \cdot x\right) \cdot x\right) \cdot x + y\right) \cdot x}{\left(313.399215894 + \left(263.505074721 + x \cdot \left(43.3400022514 + x\right)\right) \cdot x\right) \cdot x + 47.066876606} + \frac{z}{\left(313.399215894 + \left(263.505074721 + x \cdot \left(43.3400022514 + x\right)\right) \cdot x\right) \cdot x + 47.066876606}\right)
\] |
|---|---|
distribute-lft-in [=>]99.5% | \[ \left(x + -2\right) \cdot \left(\frac{\left(\left(137.519416416 + \left(78.6994924154 + 4.16438922228 \cdot x\right) \cdot x\right) \cdot x + y\right) \cdot x}{\left(313.399215894 + \left(263.505074721 + x \cdot \left(43.3400022514 + x\right)\right) \cdot x\right) \cdot x + 47.066876606} + \frac{z}{\left(313.399215894 + \left(263.505074721 + \color{blue}{\left(x \cdot 43.3400022514 + x \cdot x\right)}\right) \cdot x\right) \cdot x + 47.066876606}\right)
\] |
if 1.99999999999999996e296 < (/.f64 (*.f64 (-.f64 x 2) (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 x 104109730557/25000000000) 393497462077/5000000000) x) 4297481763/31250000) x) y) x) z)) (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 x 216700011257/5000000000) x) 263505074721/1000000000) x) 156699607947/500000000) x) 23533438303/500000000)) Initial program 0.1%
Simplified1.2%
[Start]0.1% | \[ \frac{\left(x - 2\right) \cdot \left(\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
|---|---|
associate-*r/ [<=]1.2% | \[ \color{blue}{\left(x - 2\right) \cdot \frac{\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}}
\] |
sub-neg [=>]1.2% | \[ \color{blue}{\left(x + \left(-2\right)\right)} \cdot \frac{\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
metadata-eval [=>]1.2% | \[ \left(x + \color{blue}{-2}\right) \cdot \frac{\left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right) \cdot x + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\color{blue}{x \cdot \left(\left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y\right)} + z}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\color{blue}{\mathsf{fma}\left(x, \left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right) \cdot x + y, z\right)}}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \color{blue}{x \cdot \left(\left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416\right)} + y, z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \color{blue}{\mathsf{fma}\left(x, \left(x \cdot 4.16438922228 + 78.6994924154\right) \cdot x + 137.519416416, y\right)}, z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \color{blue}{x \cdot \left(x \cdot 4.16438922228 + 78.6994924154\right)} + 137.519416416, y\right), z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \color{blue}{\mathsf{fma}\left(x, x \cdot 4.16438922228 + 78.6994924154, 137.519416416\right)}, y\right), z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
fma-def [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \mathsf{fma}\left(x, \color{blue}{\mathsf{fma}\left(x, 4.16438922228, 78.6994924154\right)}, 137.519416416\right), y\right), z\right)}{\left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right) \cdot x + 47.066876606}
\] |
*-commutative [=>]1.2% | \[ \left(x + -2\right) \cdot \frac{\mathsf{fma}\left(x, \mathsf{fma}\left(x, \mathsf{fma}\left(x, \mathsf{fma}\left(x, 4.16438922228, 78.6994924154\right), 137.519416416\right), y\right), z\right)}{\color{blue}{x \cdot \left(\left(\left(x + 43.3400022514\right) \cdot x + 263.505074721\right) \cdot x + 313.399215894\right)} + 47.066876606}
\] |
Taylor expanded in x around -inf 99.3%
Simplified99.3%
[Start]99.3% | \[ \left(-1 \cdot \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}} + \left(4.16438922228 \cdot x + 3655.1204654076414 \cdot \frac{1}{x}\right)\right) - 110.1139242984811
\] |
|---|---|
sub-neg [=>]99.3% | \[ \color{blue}{\left(-1 \cdot \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}} + \left(4.16438922228 \cdot x + 3655.1204654076414 \cdot \frac{1}{x}\right)\right) + \left(-110.1139242984811\right)}
\] |
+-commutative [=>]99.3% | \[ \color{blue}{\left(\left(4.16438922228 \cdot x + 3655.1204654076414 \cdot \frac{1}{x}\right) + -1 \cdot \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}}\right)} + \left(-110.1139242984811\right)
\] |
mul-1-neg [=>]99.3% | \[ \left(\left(4.16438922228 \cdot x + 3655.1204654076414 \cdot \frac{1}{x}\right) + \color{blue}{\left(-\frac{130977.50649958357 + -1 \cdot y}{{x}^{2}}\right)}\right) + \left(-110.1139242984811\right)
\] |
unsub-neg [=>]99.3% | \[ \color{blue}{\left(\left(4.16438922228 \cdot x + 3655.1204654076414 \cdot \frac{1}{x}\right) - \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}}\right)} + \left(-110.1139242984811\right)
\] |
*-commutative [<=]99.3% | \[ \left(\left(\color{blue}{x \cdot 4.16438922228} + 3655.1204654076414 \cdot \frac{1}{x}\right) - \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}}\right) + \left(-110.1139242984811\right)
\] |
fma-def [=>]99.3% | \[ \left(\color{blue}{\mathsf{fma}\left(x, 4.16438922228, 3655.1204654076414 \cdot \frac{1}{x}\right)} - \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}}\right) + \left(-110.1139242984811\right)
\] |
associate-*r/ [=>]99.3% | \[ \left(\mathsf{fma}\left(x, 4.16438922228, \color{blue}{\frac{3655.1204654076414 \cdot 1}{x}}\right) - \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}}\right) + \left(-110.1139242984811\right)
\] |
metadata-eval [=>]99.3% | \[ \left(\mathsf{fma}\left(x, 4.16438922228, \frac{\color{blue}{3655.1204654076414}}{x}\right) - \frac{130977.50649958357 + -1 \cdot y}{{x}^{2}}\right) + \left(-110.1139242984811\right)
\] |
mul-1-neg [=>]99.3% | \[ \left(\mathsf{fma}\left(x, 4.16438922228, \frac{3655.1204654076414}{x}\right) - \frac{130977.50649958357 + \color{blue}{\left(-y\right)}}{{x}^{2}}\right) + \left(-110.1139242984811\right)
\] |
unsub-neg [=>]99.3% | \[ \left(\mathsf{fma}\left(x, 4.16438922228, \frac{3655.1204654076414}{x}\right) - \frac{\color{blue}{130977.50649958357 - y}}{{x}^{2}}\right) + \left(-110.1139242984811\right)
\] |
unpow2 [=>]99.3% | \[ \left(\mathsf{fma}\left(x, 4.16438922228, \frac{3655.1204654076414}{x}\right) - \frac{130977.50649958357 - y}{\color{blue}{x \cdot x}}\right) + \left(-110.1139242984811\right)
\] |
metadata-eval [=>]99.3% | \[ \left(\mathsf{fma}\left(x, 4.16438922228, \frac{3655.1204654076414}{x}\right) - \frac{130977.50649958357 - y}{x \cdot x}\right) + \color{blue}{-110.1139242984811}
\] |
Applied egg-rr99.3%
[Start]99.3% | \[ \left(\mathsf{fma}\left(x, 4.16438922228, \frac{3655.1204654076414}{x}\right) - \frac{130977.50649958357 - y}{x \cdot x}\right) + -110.1139242984811
\] |
|---|---|
fma-udef [=>]99.3% | \[ \left(\color{blue}{\left(x \cdot 4.16438922228 + \frac{3655.1204654076414}{x}\right)} - \frac{130977.50649958357 - y}{x \cdot x}\right) + -110.1139242984811
\] |
Final simplification99.4%
| Alternative 1 | |
|---|---|
| Accuracy | 98.1% |
| Cost | 5956 |
| Alternative 2 | |
|---|---|
| Accuracy | 98.1% |
| Cost | 5828 |
| Alternative 3 | |
|---|---|
| Accuracy | 97.3% |
| Cost | 2632 |
| Alternative 4 | |
|---|---|
| Accuracy | 96.1% |
| Cost | 2504 |
| Alternative 5 | |
|---|---|
| Accuracy | 95.8% |
| Cost | 2376 |
| Alternative 6 | |
|---|---|
| Accuracy | 96.6% |
| Cost | 2121 |
| Alternative 7 | |
|---|---|
| Accuracy | 96.0% |
| Cost | 1737 |
| Alternative 8 | |
|---|---|
| Accuracy | 76.6% |
| Cost | 1356 |
| Alternative 9 | |
|---|---|
| Accuracy | 90.2% |
| Cost | 1353 |
| Alternative 10 | |
|---|---|
| Accuracy | 93.1% |
| Cost | 1353 |
| Alternative 11 | |
|---|---|
| Accuracy | 76.6% |
| Cost | 1228 |
| Alternative 12 | |
|---|---|
| Accuracy | 76.5% |
| Cost | 972 |
| Alternative 13 | |
|---|---|
| Accuracy | 76.0% |
| Cost | 716 |
| Alternative 14 | |
|---|---|
| Accuracy | 76.0% |
| Cost | 716 |
| Alternative 15 | |
|---|---|
| Accuracy | 76.1% |
| Cost | 716 |
| Alternative 16 | |
|---|---|
| Accuracy | 76.1% |
| Cost | 716 |
| Alternative 17 | |
|---|---|
| Accuracy | 76.1% |
| Cost | 716 |
| Alternative 18 | |
|---|---|
| Accuracy | 76.5% |
| Cost | 456 |
| Alternative 19 | |
|---|---|
| Accuracy | 2.2% |
| Cost | 192 |
| Alternative 20 | |
|---|---|
| Accuracy | 45.0% |
| Cost | 192 |
herbie shell --seed 2023277
(FPCore (x y z)
:name "Numeric.SpecFunctions:logGamma from math-functions-0.1.5.2, C"
:precision binary64
:herbie-target
(if (< x -3.326128725870005e+62) (- (+ (/ y (* x x)) (* 4.16438922228 x)) 110.1139242984811) (if (< x 9.429991714554673e+55) (* (/ (- x 2.0) 1.0) (/ (+ (* (+ (* (+ (* (+ (* x 4.16438922228) 78.6994924154) x) 137.519416416) x) y) x) z) (+ (* (+ (+ (* 263.505074721 x) (+ (* 43.3400022514 (* x x)) (* x (* x x)))) 313.399215894) x) 47.066876606))) (- (+ (/ y (* x x)) (* 4.16438922228 x)) 110.1139242984811)))
(/ (* (- x 2.0) (+ (* (+ (* (+ (* (+ (* x 4.16438922228) 78.6994924154) x) 137.519416416) x) y) x) z)) (+ (* (+ (* (+ (* (+ x 43.3400022514) x) 263.505074721) x) 313.399215894) x) 47.066876606)))