| Alternative 1 | |
|---|---|
| Accuracy | 99.3% |
| Cost | 13572 |
(FPCore (x) :precision binary64 (copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x))
(FPCore (x)
:precision binary64
(let* ((t_0 (copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x)))
(if (<= t_0 -10.0)
(copysign (log (/ 1.0 (+ (* x -2.0) (/ -0.5 x)))) x)
(if (<= t_0 5e-6)
(copysign
(+ (* -0.16666666666666666 (pow x 3.0)) (+ x (* 0.075 (pow x 5.0))))
x)
(copysign (log (+ x x)) x)))))double code(double x) {
return copysign(log((fabs(x) + sqrt(((x * x) + 1.0)))), x);
}
double code(double x) {
double t_0 = copysign(log((fabs(x) + sqrt(((x * x) + 1.0)))), x);
double tmp;
if (t_0 <= -10.0) {
tmp = copysign(log((1.0 / ((x * -2.0) + (-0.5 / x)))), x);
} else if (t_0 <= 5e-6) {
tmp = copysign(((-0.16666666666666666 * pow(x, 3.0)) + (x + (0.075 * pow(x, 5.0)))), x);
} else {
tmp = copysign(log((x + x)), x);
}
return tmp;
}
public static double code(double x) {
return Math.copySign(Math.log((Math.abs(x) + Math.sqrt(((x * x) + 1.0)))), x);
}
public static double code(double x) {
double t_0 = Math.copySign(Math.log((Math.abs(x) + Math.sqrt(((x * x) + 1.0)))), x);
double tmp;
if (t_0 <= -10.0) {
tmp = Math.copySign(Math.log((1.0 / ((x * -2.0) + (-0.5 / x)))), x);
} else if (t_0 <= 5e-6) {
tmp = Math.copySign(((-0.16666666666666666 * Math.pow(x, 3.0)) + (x + (0.075 * Math.pow(x, 5.0)))), x);
} else {
tmp = Math.copySign(Math.log((x + x)), x);
}
return tmp;
}
def code(x): return math.copysign(math.log((math.fabs(x) + math.sqrt(((x * x) + 1.0)))), x)
def code(x): t_0 = math.copysign(math.log((math.fabs(x) + math.sqrt(((x * x) + 1.0)))), x) tmp = 0 if t_0 <= -10.0: tmp = math.copysign(math.log((1.0 / ((x * -2.0) + (-0.5 / x)))), x) elif t_0 <= 5e-6: tmp = math.copysign(((-0.16666666666666666 * math.pow(x, 3.0)) + (x + (0.075 * math.pow(x, 5.0)))), x) else: tmp = math.copysign(math.log((x + x)), x) return tmp
function code(x) return copysign(log(Float64(abs(x) + sqrt(Float64(Float64(x * x) + 1.0)))), x) end
function code(x) t_0 = copysign(log(Float64(abs(x) + sqrt(Float64(Float64(x * x) + 1.0)))), x) tmp = 0.0 if (t_0 <= -10.0) tmp = copysign(log(Float64(1.0 / Float64(Float64(x * -2.0) + Float64(-0.5 / x)))), x); elseif (t_0 <= 5e-6) tmp = copysign(Float64(Float64(-0.16666666666666666 * (x ^ 3.0)) + Float64(x + Float64(0.075 * (x ^ 5.0)))), x); else tmp = copysign(log(Float64(x + x)), x); end return tmp end
function tmp = code(x) tmp = sign(x) * abs(log((abs(x) + sqrt(((x * x) + 1.0))))); end
function tmp_2 = code(x) t_0 = sign(x) * abs(log((abs(x) + sqrt(((x * x) + 1.0))))); tmp = 0.0; if (t_0 <= -10.0) tmp = sign(x) * abs(log((1.0 / ((x * -2.0) + (-0.5 / x))))); elseif (t_0 <= 5e-6) tmp = sign(x) * abs(((-0.16666666666666666 * (x ^ 3.0)) + (x + (0.075 * (x ^ 5.0))))); else tmp = sign(x) * abs(log((x + x))); end tmp_2 = tmp; end
code[x_] := N[With[{TMP1 = Abs[N[Log[N[(N[Abs[x], $MachinePrecision] + N[Sqrt[N[(N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[x_] := Block[{t$95$0 = N[With[{TMP1 = Abs[N[Log[N[(N[Abs[x], $MachinePrecision] + N[Sqrt[N[(N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]}, If[LessEqual[t$95$0, -10.0], N[With[{TMP1 = Abs[N[Log[N[(1.0 / N[(N[(x * -2.0), $MachinePrecision] + N[(-0.5 / x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision], If[LessEqual[t$95$0, 5e-6], N[With[{TMP1 = Abs[N[(N[(-0.16666666666666666 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision] + N[(x + N[(0.075 * N[Power[x, 5.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision], N[With[{TMP1 = Abs[N[Log[N[(x + x), $MachinePrecision]], $MachinePrecision]], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]]]]
\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\begin{array}{l}
t_0 := \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)\\
\mathbf{if}\;t_0 \leq -10:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\frac{1}{x \cdot -2 + \frac{-0.5}{x}}\right), x\right)\\
\mathbf{elif}\;t_0 \leq 5 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{copysign}\left(-0.16666666666666666 \cdot {x}^{3} + \left(x + 0.075 \cdot {x}^{5}\right), x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(x + x\right), x\right)\\
\end{array}
| Original | 29.4% |
|---|---|
| Target | 99.9% |
| Herbie | 98.8% |
if (copysign.f64 (log.f64 (+.f64 (fabs.f64 x) (sqrt.f64 (+.f64 (*.f64 x x) 1)))) x) < -10Initial program 48.1%
Simplified99.9%
[Start]48.1 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]48.1 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr0.6%
[Start]99.9 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
flip-+ [=>]0.6 | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{\left|x\right| \cdot \left|x\right| - \mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right)}, x\right)
\] |
div-sub [=>]0.5 | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{\left|x\right| \cdot \left|x\right|}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right)}, x\right)
\] |
sqr-abs [=>]0.5 | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{x \cdot x}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [=>]0.0 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
fabs-sqr [=>]0.0 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{\color{blue}{\sqrt{x} \cdot \sqrt{x}} - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [<=]0.2 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{\color{blue}{x} - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
hypot-udef [=>]0.2 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\color{blue}{\sqrt{1 \cdot 1 + x \cdot x}} \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
hypot-udef [=>]0.2 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\sqrt{1 \cdot 1 + x \cdot x} \cdot \color{blue}{\sqrt{1 \cdot 1 + x \cdot x}}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [<=]0.2 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\color{blue}{1 \cdot 1 + x \cdot x}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
metadata-eval [=>]0.2 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\color{blue}{1} + x \cdot x}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [=>]0.0 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{1 + x \cdot x}{\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
fabs-sqr [=>]0.0 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{1 + x \cdot x}{\color{blue}{\sqrt{x} \cdot \sqrt{x}} - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [<=]0.6 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{1 + x \cdot x}{\color{blue}{x} - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Simplified99.9%
[Start]0.6 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{1 + x \cdot x}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
|---|---|
div-sub [<=]1.3 | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{x \cdot x - \left(1 + x \cdot x\right)}{x - \mathsf{hypot}\left(1, x\right)}\right)}, x\right)
\] |
+-commutative [=>]1.3 | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x - \color{blue}{\left(x \cdot x + 1\right)}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
associate--r+ [=>]48.1 | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{\left(x \cdot x - x \cdot x\right) - 1}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
+-inverses [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{0} - 1}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
metadata-eval [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{-1}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
metadata-eval [<=]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{\frac{1}{-1}}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
associate-/r* [<=]99.9 | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{1}{-1 \cdot \left(x - \mathsf{hypot}\left(1, x\right)\right)}\right)}, x\right)
\] |
neg-mul-1 [<=]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{-\left(x - \mathsf{hypot}\left(1, x\right)\right)}}\right), x\right)
\] |
neg-sub0 [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{0 - \left(x - \mathsf{hypot}\left(1, x\right)\right)}}\right), x\right)
\] |
associate--r- [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\left(0 - x\right) + \mathsf{hypot}\left(1, x\right)}}\right), x\right)
\] |
neg-sub0 [<=]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\left(-x\right)} + \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
mul-1-neg [<=]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{-1 \cdot x} + \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
+-commutative [<=]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\mathsf{hypot}\left(1, x\right) + -1 \cdot x}}\right), x\right)
\] |
mul-1-neg [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\mathsf{hypot}\left(1, x\right) + \color{blue}{\left(-x\right)}}\right), x\right)
\] |
sub-neg [<=]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\mathsf{hypot}\left(1, x\right) - x}}\right), x\right)
\] |
Taylor expanded in x around -inf 99.9%
Simplified99.9%
[Start]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{-2 \cdot x - 0.5 \cdot \frac{1}{x}}\right), x\right)
\] |
|---|---|
*-commutative [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{x \cdot -2} - 0.5 \cdot \frac{1}{x}}\right), x\right)
\] |
associate-*r/ [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{x \cdot -2 - \color{blue}{\frac{0.5 \cdot 1}{x}}}\right), x\right)
\] |
metadata-eval [=>]99.9 | \[ \mathsf{copysign}\left(\log \left(\frac{1}{x \cdot -2 - \frac{\color{blue}{0.5}}{x}}\right), x\right)
\] |
if -10 < (copysign.f64 (log.f64 (+.f64 (fabs.f64 x) (sqrt.f64 (+.f64 (*.f64 x x) 1)))) x) < 5.00000000000000041e-6Initial program 8.8%
Simplified8.8%
[Start]8.8 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]8.8 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]8.8 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr8.7%
[Start]8.8 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
*-un-lft-identity [=>]8.8 | \[ \mathsf{copysign}\left(\log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
log-prod [=>]8.8 | \[ \mathsf{copysign}\left(\color{blue}{\log 1 + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
metadata-eval [=>]8.8 | \[ \mathsf{copysign}\left(\color{blue}{0} + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
add-sqr-sqrt [=>]3.4 | \[ \mathsf{copysign}\left(0 + \log \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
fabs-sqr [=>]3.4 | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
add-sqr-sqrt [<=]8.7 | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{x} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
Simplified8.7%
[Start]8.7 | \[ \mathsf{copysign}\left(0 + \log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
+-lft-identity [=>]8.7 | \[ \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
Taylor expanded in x around 0 99.1%
if 5.00000000000000041e-6 < (copysign.f64 (log.f64 (+.f64 (fabs.f64 x) (sqrt.f64 (+.f64 (*.f64 x x) 1)))) x) Initial program 52.1%
Simplified99.5%
[Start]52.1 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]52.1 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]99.5 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Taylor expanded in x around inf 97.1%
Simplified97.1%
[Start]97.1 | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + x\right), x\right)
\] |
|---|---|
rem-square-sqrt [<=]97.1 | \[ \mathsf{copysign}\left(\log \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + x\right), x\right)
\] |
fabs-sqr [=>]97.1 | \[ \mathsf{copysign}\left(\log \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + x\right), x\right)
\] |
rem-square-sqrt [=>]97.1 | \[ \mathsf{copysign}\left(\log \left(\color{blue}{x} + x\right), x\right)
\] |
Final simplification98.8%
| Alternative 1 | |
|---|---|
| Accuracy | 99.3% |
| Cost | 13572 |
| Alternative 2 | |
|---|---|
| Accuracy | 99.2% |
| Cost | 13512 |
| Alternative 3 | |
|---|---|
| Accuracy | 81.8% |
| Cost | 13320 |
| Alternative 4 | |
|---|---|
| Accuracy | 98.9% |
| Cost | 13320 |
| Alternative 5 | |
|---|---|
| Accuracy | 64.6% |
| Cost | 13124 |
| Alternative 6 | |
|---|---|
| Accuracy | 58.6% |
| Cost | 13060 |
| Alternative 7 | |
|---|---|
| Accuracy | 52.3% |
| Cost | 6528 |
herbie shell --seed 2023130
(FPCore (x)
:name "Rust f64::asinh"
:precision binary64
:herbie-target
(copysign (log1p (+ (fabs x) (/ (fabs x) (+ (hypot 1.0 (/ 1.0 (fabs x))) (/ 1.0 (fabs x)))))) x)
(copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x))