(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
(+
(pow x 4.0)
(+
47.066876606
(fma
(* x x)
263.505074721
(fma (pow x 3.0) 43.3400022514 (* x 313.399215894))))))
(t_1 (/ t_0 x)))
(if (<=
(/
(*
(+
(*
x
(+
(*
x
(+ (* x (+ (* x 4.16438922228) 78.6994924154)) 137.519416416))
y))
z)
(+ x -2.0))
(+
(*
x
(+ (* x (+ (* x (+ x 43.3400022514)) 263.505074721)) 313.399215894))
47.066876606))
INFINITY)
(*
(+ x -2.0)
(+
(+
(/
z
(+
(pow x 4.0)
(+
47.066876606
(*
x
(+ 313.399215894 (* x (+ 263.505074721 (* x 43.3400022514))))))))
(fma 137.519416416 (/ x t_1) (* 78.6994924154 (/ (pow x 3.0) t_0))))
(fma 4.16438922228 (/ (pow x 4.0) t_0) (/ y t_1))))
(+
(/ y (* x x))
(+
(+ (* x 4.16438922228) (/ 3655.1204654076414 x))
(+ -110.1139242984811 (/ -130977.50649958357 (* x x))))))))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 = pow(x, 4.0) + (47.066876606 + fma((x * x), 263.505074721, fma(pow(x, 3.0), 43.3400022514, (x * 313.399215894))));
double t_1 = t_0 / x;
double tmp;
if (((((x * ((x * ((x * ((x * 4.16438922228) + 78.6994924154)) + 137.519416416)) + y)) + z) * (x + -2.0)) / ((x * ((x * ((x * (x + 43.3400022514)) + 263.505074721)) + 313.399215894)) + 47.066876606)) <= ((double) INFINITY)) {
tmp = (x + -2.0) * (((z / (pow(x, 4.0) + (47.066876606 + (x * (313.399215894 + (x * (263.505074721 + (x * 43.3400022514)))))))) + fma(137.519416416, (x / t_1), (78.6994924154 * (pow(x, 3.0) / t_0)))) + fma(4.16438922228, (pow(x, 4.0) / t_0), (y / t_1)));
} else {
tmp = (y / (x * x)) + (((x * 4.16438922228) + (3655.1204654076414 / x)) + (-110.1139242984811 + (-130977.50649958357 / (x * x))));
}
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((x ^ 4.0) + Float64(47.066876606 + fma(Float64(x * x), 263.505074721, fma((x ^ 3.0), 43.3400022514, Float64(x * 313.399215894))))) t_1 = Float64(t_0 / x) tmp = 0.0 if (Float64(Float64(Float64(Float64(x * Float64(Float64(x * Float64(Float64(x * Float64(Float64(x * 4.16438922228) + 78.6994924154)) + 137.519416416)) + y)) + z) * Float64(x + -2.0)) / Float64(Float64(x * Float64(Float64(x * Float64(Float64(x * Float64(x + 43.3400022514)) + 263.505074721)) + 313.399215894)) + 47.066876606)) <= Inf) tmp = Float64(Float64(x + -2.0) * Float64(Float64(Float64(z / Float64((x ^ 4.0) + Float64(47.066876606 + Float64(x * Float64(313.399215894 + Float64(x * Float64(263.505074721 + Float64(x * 43.3400022514)))))))) + fma(137.519416416, Float64(x / t_1), Float64(78.6994924154 * Float64((x ^ 3.0) / t_0)))) + fma(4.16438922228, Float64((x ^ 4.0) / t_0), Float64(y / t_1)))); else tmp = Float64(Float64(y / Float64(x * x)) + Float64(Float64(Float64(x * 4.16438922228) + Float64(3655.1204654076414 / x)) + Float64(-110.1139242984811 + Float64(-130977.50649958357 / Float64(x * x))))); end return 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[Power[x, 4.0], $MachinePrecision] + N[(47.066876606 + N[(N[(x * x), $MachinePrecision] * 263.505074721 + N[(N[Power[x, 3.0], $MachinePrecision] * 43.3400022514 + N[(x * 313.399215894), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 / x), $MachinePrecision]}, If[LessEqual[N[(N[(N[(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] + z), $MachinePrecision] * N[(x + -2.0), $MachinePrecision]), $MachinePrecision] / 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]), $MachinePrecision], Infinity], N[(N[(x + -2.0), $MachinePrecision] * N[(N[(N[(z / N[(N[Power[x, 4.0], $MachinePrecision] + N[(47.066876606 + N[(x * N[(313.399215894 + N[(x * N[(263.505074721 + N[(x * 43.3400022514), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(137.519416416 * N[(x / t$95$1), $MachinePrecision] + N[(78.6994924154 * N[(N[Power[x, 3.0], $MachinePrecision] / t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(4.16438922228 * N[(N[Power[x, 4.0], $MachinePrecision] / t$95$0), $MachinePrecision] + N[(y / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(y / N[(x * x), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(x * 4.16438922228), $MachinePrecision] + N[(3655.1204654076414 / x), $MachinePrecision]), $MachinePrecision] + N[(-110.1139242984811 + N[(-130977.50649958357 / N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $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}^{4} + \left(47.066876606 + \mathsf{fma}\left(x \cdot x, 263.505074721, \mathsf{fma}\left({x}^{3}, 43.3400022514, x \cdot 313.399215894\right)\right)\right)\\
t_1 := \frac{t_0}{x}\\
\mathbf{if}\;\frac{\left(x \cdot \left(x \cdot \left(x \cdot \left(x \cdot 4.16438922228 + 78.6994924154\right) + 137.519416416\right) + y\right) + z\right) \cdot \left(x + -2\right)}{x \cdot \left(x \cdot \left(x \cdot \left(x + 43.3400022514\right) + 263.505074721\right) + 313.399215894\right) + 47.066876606} \leq \infty:\\
\;\;\;\;\left(x + -2\right) \cdot \left(\left(\frac{z}{{x}^{4} + \left(47.066876606 + x \cdot \left(313.399215894 + x \cdot \left(263.505074721 + x \cdot 43.3400022514\right)\right)\right)} + \mathsf{fma}\left(137.519416416, \frac{x}{t_1}, 78.6994924154 \cdot \frac{{x}^{3}}{t_0}\right)\right) + \mathsf{fma}\left(4.16438922228, \frac{{x}^{4}}{t_0}, \frac{y}{t_1}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{y}{x \cdot x} + \left(\left(x \cdot 4.16438922228 + \frac{3655.1204654076414}{x}\right) + \left(-110.1139242984811 + \frac{-130977.50649958357}{x \cdot x}\right)\right)\\
\end{array}




Bits error versus x




Bits error versus y




Bits error versus z
| Original | 27.0 |
|---|---|
| Target | 0.8 |
| Herbie | 0.4 |
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)) < +inf.0Initial program 4.4
Simplified1.2
Taylor expanded in y around 0 1.1
Simplified0.3
Taylor expanded in x around 0 0.3
Simplified0.3
if +inf.0 < (/.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 64.0
Simplified64.0
Applied egg-rr64.0
Applied egg-rr64.0
Taylor expanded in x around inf 0.6
Simplified0.6
Final simplification0.4
herbie shell --seed 2022150
(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)))