| Alternative 1 | |
|---|---|
| Error | 0.4 |
| Cost | 14020 |
(FPCore (x y z)
:precision binary64
(+
(+ (- (* (- x 0.5) (log x)) x) 0.91893853320467)
(/
(+
(* (- (* (+ y 0.0007936500793651) z) 0.0027777777777778) z)
0.083333333333333)
x)))(FPCore (x y z)
:precision binary64
(let* ((t_0 (fma (+ x -0.5) (log x) (- 0.91893853320467 x))))
(if (<= z -1.75e+16)
(+ t_0 (* (/ z (/ x z)) (+ y 0.0007936500793651)))
(if (<= z 7.5e+18)
(+
t_0
(/
(+
(* z (* z (+ y 0.0007936500793651)))
(+ (* z -0.0027777777777778) 0.083333333333333))
x))
(+
(+ 0.91893853320467 (- (* (+ x -0.5) (log x)) x))
(* z (* (+ y 0.0007936500793651) (/ z x))))))))double code(double x, double y, double z) {
return ((((x - 0.5) * log(x)) - x) + 0.91893853320467) + ((((((y + 0.0007936500793651) * z) - 0.0027777777777778) * z) + 0.083333333333333) / x);
}
double code(double x, double y, double z) {
double t_0 = fma((x + -0.5), log(x), (0.91893853320467 - x));
double tmp;
if (z <= -1.75e+16) {
tmp = t_0 + ((z / (x / z)) * (y + 0.0007936500793651));
} else if (z <= 7.5e+18) {
tmp = t_0 + (((z * (z * (y + 0.0007936500793651))) + ((z * -0.0027777777777778) + 0.083333333333333)) / x);
} else {
tmp = (0.91893853320467 + (((x + -0.5) * log(x)) - x)) + (z * ((y + 0.0007936500793651) * (z / x)));
}
return tmp;
}
function code(x, y, z) return Float64(Float64(Float64(Float64(Float64(x - 0.5) * log(x)) - x) + 0.91893853320467) + Float64(Float64(Float64(Float64(Float64(Float64(y + 0.0007936500793651) * z) - 0.0027777777777778) * z) + 0.083333333333333) / x)) end
function code(x, y, z) t_0 = fma(Float64(x + -0.5), log(x), Float64(0.91893853320467 - x)) tmp = 0.0 if (z <= -1.75e+16) tmp = Float64(t_0 + Float64(Float64(z / Float64(x / z)) * Float64(y + 0.0007936500793651))); elseif (z <= 7.5e+18) tmp = Float64(t_0 + Float64(Float64(Float64(z * Float64(z * Float64(y + 0.0007936500793651))) + Float64(Float64(z * -0.0027777777777778) + 0.083333333333333)) / x)); else tmp = Float64(Float64(0.91893853320467 + Float64(Float64(Float64(x + -0.5) * log(x)) - x)) + Float64(z * Float64(Float64(y + 0.0007936500793651) * Float64(z / x)))); end return tmp end
code[x_, y_, z_] := N[(N[(N[(N[(N[(x - 0.5), $MachinePrecision] * N[Log[x], $MachinePrecision]), $MachinePrecision] - x), $MachinePrecision] + 0.91893853320467), $MachinePrecision] + N[(N[(N[(N[(N[(N[(y + 0.0007936500793651), $MachinePrecision] * z), $MachinePrecision] - 0.0027777777777778), $MachinePrecision] * z), $MachinePrecision] + 0.083333333333333), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_] := Block[{t$95$0 = N[(N[(x + -0.5), $MachinePrecision] * N[Log[x], $MachinePrecision] + N[(0.91893853320467 - x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[z, -1.75e+16], N[(t$95$0 + N[(N[(z / N[(x / z), $MachinePrecision]), $MachinePrecision] * N[(y + 0.0007936500793651), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[z, 7.5e+18], N[(t$95$0 + N[(N[(N[(z * N[(z * N[(y + 0.0007936500793651), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(z * -0.0027777777777778), $MachinePrecision] + 0.083333333333333), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision], N[(N[(0.91893853320467 + N[(N[(N[(x + -0.5), $MachinePrecision] * N[Log[x], $MachinePrecision]), $MachinePrecision] - x), $MachinePrecision]), $MachinePrecision] + N[(z * N[(N[(y + 0.0007936500793651), $MachinePrecision] * N[(z / x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\left(\left(\left(x - 0.5\right) \cdot \log x - x\right) + 0.91893853320467\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\begin{array}{l}
t_0 := \mathsf{fma}\left(x + -0.5, \log x, 0.91893853320467 - x\right)\\
\mathbf{if}\;z \leq -1.75 \cdot 10^{+16}:\\
\;\;\;\;t_0 + \frac{z}{\frac{x}{z}} \cdot \left(y + 0.0007936500793651\right)\\
\mathbf{elif}\;z \leq 7.5 \cdot 10^{+18}:\\
\;\;\;\;t_0 + \frac{z \cdot \left(z \cdot \left(y + 0.0007936500793651\right)\right) + \left(z \cdot -0.0027777777777778 + 0.083333333333333\right)}{x}\\
\mathbf{else}:\\
\;\;\;\;\left(0.91893853320467 + \left(\left(x + -0.5\right) \cdot \log x - x\right)\right) + z \cdot \left(\left(y + 0.0007936500793651\right) \cdot \frac{z}{x}\right)\\
\end{array}
| Original | 6.0 |
|---|---|
| Target | 1.2 |
| Herbie | 0.4 |
if z < -1.75e16Initial program 23.0
Simplified23.0
[Start]23.0 | \[ \left(\left(\left(x - 0.5\right) \cdot \log x - x\right) + 0.91893853320467\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
|---|---|
associate-+l- [=>]23.0 | \[ \color{blue}{\left(\left(x - 0.5\right) \cdot \log x - \left(x - 0.91893853320467\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
sub-neg [=>]23.0 | \[ \left(\left(x - 0.5\right) \cdot \log x - \color{blue}{\left(x + \left(-0.91893853320467\right)\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
associate--r+ [=>]23.0 | \[ \color{blue}{\left(\left(\left(x - 0.5\right) \cdot \log x - x\right) - \left(-0.91893853320467\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
associate--r+ [<=]23.0 | \[ \color{blue}{\left(\left(x - 0.5\right) \cdot \log x - \left(x + \left(-0.91893853320467\right)\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
sub-neg [<=]23.0 | \[ \left(\left(x - 0.5\right) \cdot \log x - \color{blue}{\left(x - 0.91893853320467\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
fma-neg [=>]23.0 | \[ \color{blue}{\mathsf{fma}\left(x - 0.5, \log x, -\left(x - 0.91893853320467\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
sub-neg [=>]23.0 | \[ \mathsf{fma}\left(\color{blue}{x + \left(-0.5\right)}, \log x, -\left(x - 0.91893853320467\right)\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
metadata-eval [=>]23.0 | \[ \mathsf{fma}\left(x + \color{blue}{-0.5}, \log x, -\left(x - 0.91893853320467\right)\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
neg-sub0 [=>]23.0 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{0 - \left(x - 0.91893853320467\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
associate-+l- [<=]23.0 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{\left(0 - x\right) + 0.91893853320467}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
neg-sub0 [<=]23.0 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{\left(-x\right)} + 0.91893853320467\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
+-commutative [=>]23.0 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{0.91893853320467 + \left(-x\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
unsub-neg [=>]23.0 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{0.91893853320467 - x}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
Applied egg-rr23.0
Taylor expanded in z around inf 23.3
Simplified1.0
[Start]23.3 | \[ \mathsf{fma}\left(x + -0.5, \log x, 0.91893853320467 - x\right) + \frac{{z}^{2} \cdot \left(0.0007936500793651 + y\right)}{x}
\] |
|---|---|
+-commutative [<=]23.3 | \[ \mathsf{fma}\left(x + -0.5, \log x, 0.91893853320467 - x\right) + \frac{{z}^{2} \cdot \color{blue}{\left(y + 0.0007936500793651\right)}}{x}
\] |
associate-*l/ [<=]15.7 | \[ \mathsf{fma}\left(x + -0.5, \log x, 0.91893853320467 - x\right) + \color{blue}{\frac{{z}^{2}}{x} \cdot \left(y + 0.0007936500793651\right)}
\] |
unpow2 [=>]15.7 | \[ \mathsf{fma}\left(x + -0.5, \log x, 0.91893853320467 - x\right) + \frac{\color{blue}{z \cdot z}}{x} \cdot \left(y + 0.0007936500793651\right)
\] |
associate-/l* [=>]1.0 | \[ \mathsf{fma}\left(x + -0.5, \log x, 0.91893853320467 - x\right) + \color{blue}{\frac{z}{\frac{x}{z}}} \cdot \left(y + 0.0007936500793651\right)
\] |
if -1.75e16 < z < 7.5e18Initial program 0.4
Simplified0.3
[Start]0.4 | \[ \left(\left(\left(x - 0.5\right) \cdot \log x - x\right) + 0.91893853320467\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
|---|---|
associate-+l- [=>]0.4 | \[ \color{blue}{\left(\left(x - 0.5\right) \cdot \log x - \left(x - 0.91893853320467\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
sub-neg [=>]0.4 | \[ \left(\left(x - 0.5\right) \cdot \log x - \color{blue}{\left(x + \left(-0.91893853320467\right)\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
associate--r+ [=>]0.4 | \[ \color{blue}{\left(\left(\left(x - 0.5\right) \cdot \log x - x\right) - \left(-0.91893853320467\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
associate--r+ [<=]0.4 | \[ \color{blue}{\left(\left(x - 0.5\right) \cdot \log x - \left(x + \left(-0.91893853320467\right)\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
sub-neg [<=]0.4 | \[ \left(\left(x - 0.5\right) \cdot \log x - \color{blue}{\left(x - 0.91893853320467\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
fma-neg [=>]0.3 | \[ \color{blue}{\mathsf{fma}\left(x - 0.5, \log x, -\left(x - 0.91893853320467\right)\right)} + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
sub-neg [=>]0.3 | \[ \mathsf{fma}\left(\color{blue}{x + \left(-0.5\right)}, \log x, -\left(x - 0.91893853320467\right)\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
metadata-eval [=>]0.3 | \[ \mathsf{fma}\left(x + \color{blue}{-0.5}, \log x, -\left(x - 0.91893853320467\right)\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
neg-sub0 [=>]0.3 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{0 - \left(x - 0.91893853320467\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
associate-+l- [<=]0.3 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{\left(0 - x\right) + 0.91893853320467}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
neg-sub0 [<=]0.3 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{\left(-x\right)} + 0.91893853320467\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
+-commutative [=>]0.3 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{0.91893853320467 + \left(-x\right)}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
unsub-neg [=>]0.3 | \[ \mathsf{fma}\left(x + -0.5, \log x, \color{blue}{0.91893853320467 - x}\right) + \frac{\left(\left(y + 0.0007936500793651\right) \cdot z - 0.0027777777777778\right) \cdot z + 0.083333333333333}{x}
\] |
Applied egg-rr0.3
if 7.5e18 < z Initial program 22.8
Taylor expanded in z around inf 23.1
Simplified16.5
[Start]23.1 | \[ \left(\left(\left(x - 0.5\right) \cdot \log x - x\right) + 0.91893853320467\right) + \frac{{z}^{2} \cdot \left(0.0007936500793651 + y\right)}{x}
\] |
|---|---|
associate-/l* [=>]16.5 | \[ \left(\left(\left(x - 0.5\right) \cdot \log x - x\right) + 0.91893853320467\right) + \color{blue}{\frac{{z}^{2}}{\frac{x}{0.0007936500793651 + y}}}
\] |
unpow2 [=>]16.5 | \[ \left(\left(\left(x - 0.5\right) \cdot \log x - x\right) + 0.91893853320467\right) + \frac{\color{blue}{z \cdot z}}{\frac{x}{0.0007936500793651 + y}}
\] |
Applied egg-rr0.4
Final simplification0.4
| Alternative 1 | |
|---|---|
| Error | 0.4 |
| Cost | 14020 |
| Alternative 2 | |
|---|---|
| Error | 0.4 |
| Cost | 9161 |
| Alternative 3 | |
|---|---|
| Error | 0.4 |
| Cost | 9161 |
| Alternative 4 | |
|---|---|
| Error | 1.4 |
| Cost | 8905 |
| Alternative 5 | |
|---|---|
| Error | 1.5 |
| Cost | 8649 |
| Alternative 6 | |
|---|---|
| Error | 0.4 |
| Cost | 8649 |
| Alternative 7 | |
|---|---|
| Error | 8.3 |
| Cost | 7889 |
| Alternative 8 | |
|---|---|
| Error | 8.2 |
| Cost | 7889 |
| Alternative 9 | |
|---|---|
| Error | 0.8 |
| Cost | 7748 |
| Alternative 10 | |
|---|---|
| Error | 10.6 |
| Cost | 7629 |
| Alternative 11 | |
|---|---|
| Error | 10.4 |
| Cost | 7629 |
| Alternative 12 | |
|---|---|
| Error | 10.5 |
| Cost | 7629 |
| Alternative 13 | |
|---|---|
| Error | 11.8 |
| Cost | 7628 |
| Alternative 14 | |
|---|---|
| Error | 11.5 |
| Cost | 7232 |
| Alternative 15 | |
|---|---|
| Error | 12.3 |
| Cost | 7104 |
| Alternative 16 | |
|---|---|
| Error | 12.4 |
| Cost | 6976 |
| Alternative 17 | |
|---|---|
| Error | 42.9 |
| Cost | 6656 |
| Alternative 18 | |
|---|---|
| Error | 42.9 |
| Cost | 192 |
herbie shell --seed 2023016
(FPCore (x y z)
:name "Numeric.SpecFunctions:$slogFactorial from math-functions-0.1.5.2, B"
:precision binary64
:herbie-target
(+ (+ (+ (* (- x 0.5) (log x)) (- 0.91893853320467 x)) (/ 0.083333333333333 x)) (* (/ z x) (- (* z (+ y 0.0007936500793651)) 0.0027777777777778)))
(+ (+ (- (* (- x 0.5) (log x)) x) 0.91893853320467) (/ (+ (* (- (* (+ y 0.0007936500793651) z) 0.0027777777777778) z) 0.083333333333333) x)))