| Alternative 1 | |
|---|---|
| Accuracy | 98.0% |
| Cost | 27720 |
(FPCore (x y z t a b)
:precision binary64
(+
x
(/
(*
y
(+ (* (+ (* (+ (* (+ (* z 3.13060547623) 11.1667541262) z) t) z) a) z) b))
(+
(* (+ (* (+ (* (+ z 15.234687407) z) 31.4690115749) z) 11.9400905721) z)
0.607771387771))))(FPCore (x y z t a b)
:precision binary64
(let* ((t_1
(+
0.31942702700572795
(+ (/ 3.7269864963038164 z) (/ -3.241970391368047 (* z z)))))
(t_2
(+
(*
z
(+ (* z (+ (* z (+ z 15.234687407)) 31.4690115749)) 11.9400905721))
0.607771387771))
(t_3
(* z (+ (* z (+ (* z (+ (* z 3.13060547623) 11.1667541262)) t)) a)))
(t_4 (/ (* y (+ t_3 b)) t_2)))
(if (<= t_4 (- INFINITY))
(+
x
(-
(fma
11.1667541262
(/ y z)
(+
(/ a (/ (pow z 3.0) y))
(+ (* y 3.13060547623) (/ y (/ (* z z) t)))))
(fma
47.69379582500642
(/ y z)
(fma
15.234687407
(/
(-
(* y t)
(fma 15.234687407 (* y -36.52704169880642) (* y 98.5170599679272)))
(pow z 3.0))
(fma
31.4690115749
(/ (* y -36.52704169880642) (pow z 3.0))
(fma
37.37971293169846
(/ y (pow z 3.0))
(fma
15.234687407
(/ (* y -36.52704169880642) (* z z))
(/ (* y 98.5170599679272) (* z z)))))))))
(if (<= t_4 2e+269)
(+ x (/ (+ (* y b) (* y t_3)) t_2))
(+
x
(fma
0.10203362558171805
(/ y (/ (pow t_1 2.0) (/ t (* z z))))
(/ y t_1)))))))double code(double x, double y, double z, double t, double a, double b) {
return x + ((y * ((((((((z * 3.13060547623) + 11.1667541262) * z) + t) * z) + a) * z) + b)) / (((((((z + 15.234687407) * z) + 31.4690115749) * z) + 11.9400905721) * z) + 0.607771387771));
}
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = 0.31942702700572795 + ((3.7269864963038164 / z) + (-3.241970391368047 / (z * z)));
double t_2 = (z * ((z * ((z * (z + 15.234687407)) + 31.4690115749)) + 11.9400905721)) + 0.607771387771;
double t_3 = z * ((z * ((z * ((z * 3.13060547623) + 11.1667541262)) + t)) + a);
double t_4 = (y * (t_3 + b)) / t_2;
double tmp;
if (t_4 <= -((double) INFINITY)) {
tmp = x + (fma(11.1667541262, (y / z), ((a / (pow(z, 3.0) / y)) + ((y * 3.13060547623) + (y / ((z * z) / t))))) - fma(47.69379582500642, (y / z), fma(15.234687407, (((y * t) - fma(15.234687407, (y * -36.52704169880642), (y * 98.5170599679272))) / pow(z, 3.0)), fma(31.4690115749, ((y * -36.52704169880642) / pow(z, 3.0)), fma(37.37971293169846, (y / pow(z, 3.0)), fma(15.234687407, ((y * -36.52704169880642) / (z * z)), ((y * 98.5170599679272) / (z * z))))))));
} else if (t_4 <= 2e+269) {
tmp = x + (((y * b) + (y * t_3)) / t_2);
} else {
tmp = x + fma(0.10203362558171805, (y / (pow(t_1, 2.0) / (t / (z * z)))), (y / t_1));
}
return tmp;
}
function code(x, y, z, t, a, b) return Float64(x + Float64(Float64(y * Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(z * 3.13060547623) + 11.1667541262) * z) + t) * z) + a) * z) + b)) / Float64(Float64(Float64(Float64(Float64(Float64(Float64(z + 15.234687407) * z) + 31.4690115749) * z) + 11.9400905721) * z) + 0.607771387771))) end
function code(x, y, z, t, a, b) t_1 = Float64(0.31942702700572795 + Float64(Float64(3.7269864963038164 / z) + Float64(-3.241970391368047 / Float64(z * z)))) t_2 = Float64(Float64(z * Float64(Float64(z * Float64(Float64(z * Float64(z + 15.234687407)) + 31.4690115749)) + 11.9400905721)) + 0.607771387771) t_3 = Float64(z * Float64(Float64(z * Float64(Float64(z * Float64(Float64(z * 3.13060547623) + 11.1667541262)) + t)) + a)) t_4 = Float64(Float64(y * Float64(t_3 + b)) / t_2) tmp = 0.0 if (t_4 <= Float64(-Inf)) tmp = Float64(x + Float64(fma(11.1667541262, Float64(y / z), Float64(Float64(a / Float64((z ^ 3.0) / y)) + Float64(Float64(y * 3.13060547623) + Float64(y / Float64(Float64(z * z) / t))))) - fma(47.69379582500642, Float64(y / z), fma(15.234687407, Float64(Float64(Float64(y * t) - fma(15.234687407, Float64(y * -36.52704169880642), Float64(y * 98.5170599679272))) / (z ^ 3.0)), fma(31.4690115749, Float64(Float64(y * -36.52704169880642) / (z ^ 3.0)), fma(37.37971293169846, Float64(y / (z ^ 3.0)), fma(15.234687407, Float64(Float64(y * -36.52704169880642) / Float64(z * z)), Float64(Float64(y * 98.5170599679272) / Float64(z * z))))))))); elseif (t_4 <= 2e+269) tmp = Float64(x + Float64(Float64(Float64(y * b) + Float64(y * t_3)) / t_2)); else tmp = Float64(x + fma(0.10203362558171805, Float64(y / Float64((t_1 ^ 2.0) / Float64(t / Float64(z * z)))), Float64(y / t_1))); end return tmp end
code[x_, y_, z_, t_, a_, b_] := N[(x + N[(N[(y * N[(N[(N[(N[(N[(N[(N[(N[(z * 3.13060547623), $MachinePrecision] + 11.1667541262), $MachinePrecision] * z), $MachinePrecision] + t), $MachinePrecision] * z), $MachinePrecision] + a), $MachinePrecision] * z), $MachinePrecision] + b), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(N[(N[(N[(N[(z + 15.234687407), $MachinePrecision] * z), $MachinePrecision] + 31.4690115749), $MachinePrecision] * z), $MachinePrecision] + 11.9400905721), $MachinePrecision] * z), $MachinePrecision] + 0.607771387771), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(0.31942702700572795 + N[(N[(3.7269864963038164 / z), $MachinePrecision] + N[(-3.241970391368047 / N[(z * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(z * N[(N[(z * N[(N[(z * N[(z + 15.234687407), $MachinePrecision]), $MachinePrecision] + 31.4690115749), $MachinePrecision]), $MachinePrecision] + 11.9400905721), $MachinePrecision]), $MachinePrecision] + 0.607771387771), $MachinePrecision]}, Block[{t$95$3 = N[(z * N[(N[(z * N[(N[(z * N[(N[(z * 3.13060547623), $MachinePrecision] + 11.1667541262), $MachinePrecision]), $MachinePrecision] + t), $MachinePrecision]), $MachinePrecision] + a), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[(y * N[(t$95$3 + b), $MachinePrecision]), $MachinePrecision] / t$95$2), $MachinePrecision]}, If[LessEqual[t$95$4, (-Infinity)], N[(x + N[(N[(11.1667541262 * N[(y / z), $MachinePrecision] + N[(N[(a / N[(N[Power[z, 3.0], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision] + N[(N[(y * 3.13060547623), $MachinePrecision] + N[(y / N[(N[(z * z), $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(47.69379582500642 * N[(y / z), $MachinePrecision] + N[(15.234687407 * N[(N[(N[(y * t), $MachinePrecision] - N[(15.234687407 * N[(y * -36.52704169880642), $MachinePrecision] + N[(y * 98.5170599679272), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[z, 3.0], $MachinePrecision]), $MachinePrecision] + N[(31.4690115749 * N[(N[(y * -36.52704169880642), $MachinePrecision] / N[Power[z, 3.0], $MachinePrecision]), $MachinePrecision] + N[(37.37971293169846 * N[(y / N[Power[z, 3.0], $MachinePrecision]), $MachinePrecision] + N[(15.234687407 * N[(N[(y * -36.52704169880642), $MachinePrecision] / N[(z * z), $MachinePrecision]), $MachinePrecision] + N[(N[(y * 98.5170599679272), $MachinePrecision] / N[(z * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$4, 2e+269], N[(x + N[(N[(N[(y * b), $MachinePrecision] + N[(y * t$95$3), $MachinePrecision]), $MachinePrecision] / t$95$2), $MachinePrecision]), $MachinePrecision], N[(x + N[(0.10203362558171805 * N[(y / N[(N[Power[t$95$1, 2.0], $MachinePrecision] / N[(t / N[(z * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(y / t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]]
x + \frac{y \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)}{\left(\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721\right) \cdot z + 0.607771387771}
\begin{array}{l}
t_1 := 0.31942702700572795 + \left(\frac{3.7269864963038164}{z} + \frac{-3.241970391368047}{z \cdot z}\right)\\
t_2 := z \cdot \left(z \cdot \left(z \cdot \left(z + 15.234687407\right) + 31.4690115749\right) + 11.9400905721\right) + 0.607771387771\\
t_3 := z \cdot \left(z \cdot \left(z \cdot \left(z \cdot 3.13060547623 + 11.1667541262\right) + t\right) + a\right)\\
t_4 := \frac{y \cdot \left(t_3 + b\right)}{t_2}\\
\mathbf{if}\;t_4 \leq -\infty:\\
\;\;\;\;x + \left(\mathsf{fma}\left(11.1667541262, \frac{y}{z}, \frac{a}{\frac{{z}^{3}}{y}} + \left(y \cdot 3.13060547623 + \frac{y}{\frac{z \cdot z}{t}}\right)\right) - \mathsf{fma}\left(47.69379582500642, \frac{y}{z}, \mathsf{fma}\left(15.234687407, \frac{y \cdot t - \mathsf{fma}\left(15.234687407, y \cdot -36.52704169880642, y \cdot 98.5170599679272\right)}{{z}^{3}}, \mathsf{fma}\left(31.4690115749, \frac{y \cdot -36.52704169880642}{{z}^{3}}, \mathsf{fma}\left(37.37971293169846, \frac{y}{{z}^{3}}, \mathsf{fma}\left(15.234687407, \frac{y \cdot -36.52704169880642}{z \cdot z}, \frac{y \cdot 98.5170599679272}{z \cdot z}\right)\right)\right)\right)\right)\right)\\
\mathbf{elif}\;t_4 \leq 2 \cdot 10^{+269}:\\
\;\;\;\;x + \frac{y \cdot b + y \cdot t_3}{t_2}\\
\mathbf{else}:\\
\;\;\;\;x + \mathsf{fma}\left(0.10203362558171805, \frac{y}{\frac{{t_1}^{2}}{\frac{t}{z \cdot z}}}, \frac{y}{t_1}\right)\\
\end{array}
| Original | 53.4% |
|---|---|
| Target | 98.3% |
| Herbie | 97.3% |
if (/.f64 (*.f64 y (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 z 313060547623/100000000000) 55833770631/5000000000) z) t) z) a) z) b)) (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 z 15234687407/1000000000) z) 314690115749/10000000000) z) 119400905721/10000000000) z) 607771387771/1000000000000)) < -inf.0Initial program 0.0%
Simplified57.4%
[Start]0.0 | \[ x + \frac{y \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)}{\left(\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721\right) \cdot z + 0.607771387771}
\] |
|---|---|
associate-*l/ [<=]57.4 | \[ x + \color{blue}{\frac{y}{\left(\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721\right) \cdot z + 0.607771387771} \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)}
\] |
*-commutative [=>]57.4 | \[ x + \frac{y}{\color{blue}{z \cdot \left(\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721\right)} + 0.607771387771} \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)
\] |
fma-def [=>]57.4 | \[ x + \frac{y}{\color{blue}{\mathsf{fma}\left(z, \left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721, 0.607771387771\right)}} \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)
\] |
*-commutative [=>]57.4 | \[ x + \frac{y}{\mathsf{fma}\left(z, \color{blue}{z \cdot \left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right)} + 11.9400905721, 0.607771387771\right)} \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)
\] |
fma-def [=>]57.4 | \[ x + \frac{y}{\mathsf{fma}\left(z, \color{blue}{\mathsf{fma}\left(z, \left(z + 15.234687407\right) \cdot z + 31.4690115749, 11.9400905721\right)}, 0.607771387771\right)} \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)
\] |
*-commutative [=>]57.4 | \[ x + \frac{y}{\mathsf{fma}\left(z, \mathsf{fma}\left(z, \color{blue}{z \cdot \left(z + 15.234687407\right)} + 31.4690115749, 11.9400905721\right), 0.607771387771\right)} \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)
\] |
fma-def [=>]57.4 | \[ x + \frac{y}{\mathsf{fma}\left(z, \mathsf{fma}\left(z, \color{blue}{\mathsf{fma}\left(z, z + 15.234687407, 31.4690115749\right)}, 11.9400905721\right), 0.607771387771\right)} \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)
\] |
*-commutative [=>]57.4 | \[ x + \frac{y}{\mathsf{fma}\left(z, \mathsf{fma}\left(z, \mathsf{fma}\left(z, z + 15.234687407, 31.4690115749\right), 11.9400905721\right), 0.607771387771\right)} \cdot \left(\color{blue}{z \cdot \left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right)} + b\right)
\] |
fma-def [=>]57.4 | \[ x + \frac{y}{\mathsf{fma}\left(z, \mathsf{fma}\left(z, \mathsf{fma}\left(z, z + 15.234687407, 31.4690115749\right), 11.9400905721\right), 0.607771387771\right)} \cdot \color{blue}{\mathsf{fma}\left(z, \left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a, b\right)}
\] |
Taylor expanded in z around inf 69.3%
Simplified76.6%
[Start]69.3 | \[ x + \left(\left(11.1667541262 \cdot \frac{y}{z} + \left(\frac{a \cdot y}{{z}^{3}} + \left(\frac{y \cdot t}{{z}^{2}} + 3.13060547623 \cdot y\right)\right)\right) - \left(47.69379582500642 \cdot \frac{y}{z} + \left(15.234687407 \cdot \frac{y \cdot t - \left(15.234687407 \cdot \left(11.1667541262 \cdot y - 47.69379582500642 \cdot y\right) + 98.5170599679272 \cdot y\right)}{{z}^{3}} + \left(31.4690115749 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{3}} + \left(37.37971293169846 \cdot \frac{y}{{z}^{3}} + \left(15.234687407 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{2}} + 98.5170599679272 \cdot \frac{y}{{z}^{2}}\right)\right)\right)\right)\right)\right)
\] |
|---|---|
fma-def [=>]69.3 | \[ x + \left(\color{blue}{\mathsf{fma}\left(11.1667541262, \frac{y}{z}, \frac{a \cdot y}{{z}^{3}} + \left(\frac{y \cdot t}{{z}^{2}} + 3.13060547623 \cdot y\right)\right)} - \left(47.69379582500642 \cdot \frac{y}{z} + \left(15.234687407 \cdot \frac{y \cdot t - \left(15.234687407 \cdot \left(11.1667541262 \cdot y - 47.69379582500642 \cdot y\right) + 98.5170599679272 \cdot y\right)}{{z}^{3}} + \left(31.4690115749 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{3}} + \left(37.37971293169846 \cdot \frac{y}{{z}^{3}} + \left(15.234687407 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{2}} + 98.5170599679272 \cdot \frac{y}{{z}^{2}}\right)\right)\right)\right)\right)\right)
\] |
associate-/l* [=>]76.7 | \[ x + \left(\mathsf{fma}\left(11.1667541262, \frac{y}{z}, \color{blue}{\frac{a}{\frac{{z}^{3}}{y}}} + \left(\frac{y \cdot t}{{z}^{2}} + 3.13060547623 \cdot y\right)\right) - \left(47.69379582500642 \cdot \frac{y}{z} + \left(15.234687407 \cdot \frac{y \cdot t - \left(15.234687407 \cdot \left(11.1667541262 \cdot y - 47.69379582500642 \cdot y\right) + 98.5170599679272 \cdot y\right)}{{z}^{3}} + \left(31.4690115749 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{3}} + \left(37.37971293169846 \cdot \frac{y}{{z}^{3}} + \left(15.234687407 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{2}} + 98.5170599679272 \cdot \frac{y}{{z}^{2}}\right)\right)\right)\right)\right)\right)
\] |
+-commutative [=>]76.7 | \[ x + \left(\mathsf{fma}\left(11.1667541262, \frac{y}{z}, \frac{a}{\frac{{z}^{3}}{y}} + \color{blue}{\left(3.13060547623 \cdot y + \frac{y \cdot t}{{z}^{2}}\right)}\right) - \left(47.69379582500642 \cdot \frac{y}{z} + \left(15.234687407 \cdot \frac{y \cdot t - \left(15.234687407 \cdot \left(11.1667541262 \cdot y - 47.69379582500642 \cdot y\right) + 98.5170599679272 \cdot y\right)}{{z}^{3}} + \left(31.4690115749 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{3}} + \left(37.37971293169846 \cdot \frac{y}{{z}^{3}} + \left(15.234687407 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{2}} + 98.5170599679272 \cdot \frac{y}{{z}^{2}}\right)\right)\right)\right)\right)\right)
\] |
*-commutative [=>]76.7 | \[ x + \left(\mathsf{fma}\left(11.1667541262, \frac{y}{z}, \frac{a}{\frac{{z}^{3}}{y}} + \left(\color{blue}{y \cdot 3.13060547623} + \frac{y \cdot t}{{z}^{2}}\right)\right) - \left(47.69379582500642 \cdot \frac{y}{z} + \left(15.234687407 \cdot \frac{y \cdot t - \left(15.234687407 \cdot \left(11.1667541262 \cdot y - 47.69379582500642 \cdot y\right) + 98.5170599679272 \cdot y\right)}{{z}^{3}} + \left(31.4690115749 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{3}} + \left(37.37971293169846 \cdot \frac{y}{{z}^{3}} + \left(15.234687407 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{2}} + 98.5170599679272 \cdot \frac{y}{{z}^{2}}\right)\right)\right)\right)\right)\right)
\] |
associate-/l* [=>]76.6 | \[ x + \left(\mathsf{fma}\left(11.1667541262, \frac{y}{z}, \frac{a}{\frac{{z}^{3}}{y}} + \left(y \cdot 3.13060547623 + \color{blue}{\frac{y}{\frac{{z}^{2}}{t}}}\right)\right) - \left(47.69379582500642 \cdot \frac{y}{z} + \left(15.234687407 \cdot \frac{y \cdot t - \left(15.234687407 \cdot \left(11.1667541262 \cdot y - 47.69379582500642 \cdot y\right) + 98.5170599679272 \cdot y\right)}{{z}^{3}} + \left(31.4690115749 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{3}} + \left(37.37971293169846 \cdot \frac{y}{{z}^{3}} + \left(15.234687407 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{2}} + 98.5170599679272 \cdot \frac{y}{{z}^{2}}\right)\right)\right)\right)\right)\right)
\] |
unpow2 [=>]76.6 | \[ x + \left(\mathsf{fma}\left(11.1667541262, \frac{y}{z}, \frac{a}{\frac{{z}^{3}}{y}} + \left(y \cdot 3.13060547623 + \frac{y}{\frac{\color{blue}{z \cdot z}}{t}}\right)\right) - \left(47.69379582500642 \cdot \frac{y}{z} + \left(15.234687407 \cdot \frac{y \cdot t - \left(15.234687407 \cdot \left(11.1667541262 \cdot y - 47.69379582500642 \cdot y\right) + 98.5170599679272 \cdot y\right)}{{z}^{3}} + \left(31.4690115749 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{3}} + \left(37.37971293169846 \cdot \frac{y}{{z}^{3}} + \left(15.234687407 \cdot \frac{11.1667541262 \cdot y - 47.69379582500642 \cdot y}{{z}^{2}} + 98.5170599679272 \cdot \frac{y}{{z}^{2}}\right)\right)\right)\right)\right)\right)
\] |
if -inf.0 < (/.f64 (*.f64 y (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 z 313060547623/100000000000) 55833770631/5000000000) z) t) z) a) z) b)) (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 z 15234687407/1000000000) z) 314690115749/10000000000) z) 119400905721/10000000000) z) 607771387771/1000000000000)) < 2.0000000000000001e269Initial program 99.7%
Taylor expanded in b around 0 99.7%
if 2.0000000000000001e269 < (/.f64 (*.f64 y (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 z 313060547623/100000000000) 55833770631/5000000000) z) t) z) a) z) b)) (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 (*.f64 (+.f64 z 15234687407/1000000000) z) 314690115749/10000000000) z) 119400905721/10000000000) z) 607771387771/1000000000000)) Initial program 2.9%
Simplified5.9%
[Start]2.9 | \[ x + \frac{y \cdot \left(\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b\right)}{\left(\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721\right) \cdot z + 0.607771387771}
\] |
|---|---|
associate-/l* [=>]5.9 | \[ x + \color{blue}{\frac{y}{\frac{\left(\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721\right) \cdot z + 0.607771387771}{\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b}}}
\] |
fma-def [=>]5.9 | \[ x + \frac{y}{\frac{\color{blue}{\mathsf{fma}\left(\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749\right) \cdot z + 11.9400905721, z, 0.607771387771\right)}}{\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b}}
\] |
fma-def [=>]5.9 | \[ x + \frac{y}{\frac{\mathsf{fma}\left(\color{blue}{\mathsf{fma}\left(\left(z + 15.234687407\right) \cdot z + 31.4690115749, z, 11.9400905721\right)}, z, 0.607771387771\right)}{\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b}}
\] |
fma-def [=>]5.9 | \[ x + \frac{y}{\frac{\mathsf{fma}\left(\mathsf{fma}\left(\color{blue}{\mathsf{fma}\left(z + 15.234687407, z, 31.4690115749\right)}, z, 11.9400905721\right), z, 0.607771387771\right)}{\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a\right) \cdot z + b}}
\] |
fma-def [=>]5.9 | \[ x + \frac{y}{\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(z + 15.234687407, z, 31.4690115749\right), z, 11.9400905721\right), z, 0.607771387771\right)}{\color{blue}{\mathsf{fma}\left(\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t\right) \cdot z + a, z, b\right)}}}
\] |
fma-def [=>]5.9 | \[ x + \frac{y}{\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(z + 15.234687407, z, 31.4690115749\right), z, 11.9400905721\right), z, 0.607771387771\right)}{\mathsf{fma}\left(\color{blue}{\mathsf{fma}\left(\left(z \cdot 3.13060547623 + 11.1667541262\right) \cdot z + t, z, a\right)}, z, b\right)}}
\] |
fma-def [=>]5.9 | \[ x + \frac{y}{\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(z + 15.234687407, z, 31.4690115749\right), z, 11.9400905721\right), z, 0.607771387771\right)}{\mathsf{fma}\left(\mathsf{fma}\left(\color{blue}{\mathsf{fma}\left(z \cdot 3.13060547623 + 11.1667541262, z, t\right)}, z, a\right), z, b\right)}}
\] |
fma-def [=>]5.9 | \[ x + \frac{y}{\frac{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(z + 15.234687407, z, 31.4690115749\right), z, 11.9400905721\right), z, 0.607771387771\right)}{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(\color{blue}{\mathsf{fma}\left(z, 3.13060547623, 11.1667541262\right)}, z, t\right), z, a\right), z, b\right)}}
\] |
Taylor expanded in z around inf 91.9%
Simplified91.9%
[Start]91.9 | \[ x + \frac{y}{3.7269864963038164 \cdot \frac{1}{z} + \left(0.31942702700572795 + -1 \cdot \frac{3.241970391368047 + 0.10203362558171805 \cdot t}{{z}^{2}}\right)}
\] |
|---|---|
associate-*r/ [=>]91.9 | \[ x + \frac{y}{\color{blue}{\frac{3.7269864963038164 \cdot 1}{z}} + \left(0.31942702700572795 + -1 \cdot \frac{3.241970391368047 + 0.10203362558171805 \cdot t}{{z}^{2}}\right)}
\] |
metadata-eval [=>]91.9 | \[ x + \frac{y}{\frac{\color{blue}{3.7269864963038164}}{z} + \left(0.31942702700572795 + -1 \cdot \frac{3.241970391368047 + 0.10203362558171805 \cdot t}{{z}^{2}}\right)}
\] |
mul-1-neg [=>]91.9 | \[ x + \frac{y}{\frac{3.7269864963038164}{z} + \left(0.31942702700572795 + \color{blue}{\left(-\frac{3.241970391368047 + 0.10203362558171805 \cdot t}{{z}^{2}}\right)}\right)}
\] |
*-commutative [=>]91.9 | \[ x + \frac{y}{\frac{3.7269864963038164}{z} + \left(0.31942702700572795 + \left(-\frac{3.241970391368047 + \color{blue}{t \cdot 0.10203362558171805}}{{z}^{2}}\right)\right)}
\] |
unpow2 [=>]91.9 | \[ x + \frac{y}{\frac{3.7269864963038164}{z} + \left(0.31942702700572795 + \left(-\frac{3.241970391368047 + t \cdot 0.10203362558171805}{\color{blue}{z \cdot z}}\right)\right)}
\] |
Taylor expanded in t around 0 83.3%
Simplified95.3%
[Start]83.3 | \[ x + \left(\frac{y}{\left(3.7269864963038164 \cdot \frac{1}{z} + 0.31942702700572795\right) - 3.241970391368047 \cdot \frac{1}{{z}^{2}}} + 0.10203362558171805 \cdot \frac{y \cdot t}{{z}^{2} \cdot {\left(\left(3.7269864963038164 \cdot \frac{1}{z} + 0.31942702700572795\right) - 3.241970391368047 \cdot \frac{1}{{z}^{2}}\right)}^{2}}\right)
\] |
|---|---|
+-commutative [=>]83.3 | \[ x + \color{blue}{\left(0.10203362558171805 \cdot \frac{y \cdot t}{{z}^{2} \cdot {\left(\left(3.7269864963038164 \cdot \frac{1}{z} + 0.31942702700572795\right) - 3.241970391368047 \cdot \frac{1}{{z}^{2}}\right)}^{2}} + \frac{y}{\left(3.7269864963038164 \cdot \frac{1}{z} + 0.31942702700572795\right) - 3.241970391368047 \cdot \frac{1}{{z}^{2}}}\right)}
\] |
fma-def [=>]83.3 | \[ x + \color{blue}{\mathsf{fma}\left(0.10203362558171805, \frac{y \cdot t}{{z}^{2} \cdot {\left(\left(3.7269864963038164 \cdot \frac{1}{z} + 0.31942702700572795\right) - 3.241970391368047 \cdot \frac{1}{{z}^{2}}\right)}^{2}}, \frac{y}{\left(3.7269864963038164 \cdot \frac{1}{z} + 0.31942702700572795\right) - 3.241970391368047 \cdot \frac{1}{{z}^{2}}}\right)}
\] |
Final simplification97.3%
| Alternative 1 | |
|---|---|
| Accuracy | 98.0% |
| Cost | 27720 |
| Alternative 2 | |
|---|---|
| Accuracy | 97.3% |
| Cost | 19720 |
| Alternative 3 | |
|---|---|
| Accuracy | 97.2% |
| Cost | 17348 |
| Alternative 4 | |
|---|---|
| Accuracy | 97.1% |
| Cost | 12872 |
| Alternative 5 | |
|---|---|
| Accuracy | 97.0% |
| Cost | 12233 |
| Alternative 6 | |
|---|---|
| Accuracy | 95.2% |
| Cost | 7112 |
| Alternative 7 | |
|---|---|
| Accuracy | 95.2% |
| Cost | 6984 |
| Alternative 8 | |
|---|---|
| Accuracy | 92.1% |
| Cost | 1865 |
| Alternative 9 | |
|---|---|
| Accuracy | 93.6% |
| Cost | 1737 |
| Alternative 10 | |
|---|---|
| Accuracy | 91.0% |
| Cost | 1353 |
| Alternative 11 | |
|---|---|
| Accuracy | 91.0% |
| Cost | 968 |
| Alternative 12 | |
|---|---|
| Accuracy | 86.1% |
| Cost | 713 |
| Alternative 13 | |
|---|---|
| Accuracy | 86.0% |
| Cost | 712 |
| Alternative 14 | |
|---|---|
| Accuracy | 71.9% |
| Cost | 585 |
| Alternative 15 | |
|---|---|
| Accuracy | 50.1% |
| Cost | 64 |
herbie shell --seed 2023147
(FPCore (x y z t a b)
:name "Numeric.SpecFunctions:logGamma from math-functions-0.1.5.2, D"
:precision binary64
:herbie-target
(if (< z -6.499344996252632e+53) (+ x (* (+ (- 3.13060547623 (/ 36.527041698806414 z)) (/ t (* z z))) (/ y 1.0))) (if (< z 7.066965436914287e+59) (+ x (/ y (/ (+ (* (+ (* (+ (* (+ z 15.234687407) z) 31.4690115749) z) 11.9400905721) z) 0.607771387771) (+ (* (+ (* (+ (* (+ (* z 3.13060547623) 11.1667541262) z) t) z) a) z) b)))) (+ x (* (+ (- 3.13060547623 (/ 36.527041698806414 z)) (/ t (* z z))) (/ y 1.0)))))
(+ x (/ (* y (+ (* (+ (* (+ (* (+ (* z 3.13060547623) 11.1667541262) z) t) z) a) z) b)) (+ (* (+ (* (+ (* (+ z 15.234687407) z) 31.4690115749) z) 11.9400905721) z) 0.607771387771))))