| Alternative 1 | |
|---|---|
| Accuracy | 99.8% |
| Cost | 19784 |

(FPCore (x) :precision binary64 (copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x))
(FPCore (x)
:precision binary64
(if (<= x -0.95)
(copysign (- (log (- (* x -2.0) (/ 0.5 x)))) x)
(if (<= x 0.0009)
(copysign (+ x (* -0.16666666666666666 (pow x 3.0))) x)
(copysign (log (+ x (hypot 1.0 x))) x))))double code(double x) {
return copysign(log((fabs(x) + sqrt(((x * x) + 1.0)))), x);
}
double code(double x) {
double tmp;
if (x <= -0.95) {
tmp = copysign(-log(((x * -2.0) - (0.5 / x))), x);
} else if (x <= 0.0009) {
tmp = copysign((x + (-0.16666666666666666 * pow(x, 3.0))), x);
} else {
tmp = copysign(log((x + hypot(1.0, 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 tmp;
if (x <= -0.95) {
tmp = Math.copySign(-Math.log(((x * -2.0) - (0.5 / x))), x);
} else if (x <= 0.0009) {
tmp = Math.copySign((x + (-0.16666666666666666 * Math.pow(x, 3.0))), x);
} else {
tmp = Math.copySign(Math.log((x + Math.hypot(1.0, 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): tmp = 0 if x <= -0.95: tmp = math.copysign(-math.log(((x * -2.0) - (0.5 / x))), x) elif x <= 0.0009: tmp = math.copysign((x + (-0.16666666666666666 * math.pow(x, 3.0))), x) else: tmp = math.copysign(math.log((x + math.hypot(1.0, 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) tmp = 0.0 if (x <= -0.95) tmp = copysign(Float64(-log(Float64(Float64(x * -2.0) - Float64(0.5 / x)))), x); elseif (x <= 0.0009) tmp = copysign(Float64(x + Float64(-0.16666666666666666 * (x ^ 3.0))), x); else tmp = copysign(log(Float64(x + hypot(1.0, 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) tmp = 0.0; if (x <= -0.95) tmp = sign(x) * abs(-log(((x * -2.0) - (0.5 / x)))); elseif (x <= 0.0009) tmp = sign(x) * abs((x + (-0.16666666666666666 * (x ^ 3.0)))); else tmp = sign(x) * abs(log((x + hypot(1.0, 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_] := If[LessEqual[x, -0.95], N[With[{TMP1 = Abs[(-N[Log[N[(N[(x * -2.0), $MachinePrecision] - N[(0.5 / x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision])], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision], If[LessEqual[x, 0.0009], N[With[{TMP1 = Abs[N[(x + N[(-0.16666666666666666 * N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], TMP2 = Sign[x]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision], N[With[{TMP1 = Abs[N[Log[N[(x + N[Sqrt[1.0 ^ 2 + x ^ 2], $MachinePrecision]), $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}
\mathbf{if}\;x \leq -0.95:\\
\;\;\;\;\mathsf{copysign}\left(-\log \left(x \cdot -2 - \frac{0.5}{x}\right), x\right)\\
\mathbf{elif}\;x \leq 0.0009:\\
\;\;\;\;\mathsf{copysign}\left(x + -0.16666666666666666 \cdot {x}^{3}, x\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)\\
\end{array}
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
| Original | 29.9% |
|---|---|
| Target | 100.0% |
| Herbie | 99.8% |
if x < -0.94999999999999996Initial program 56.0%
Simplified100.0%
[Start]56.0% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]56.0% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]100.0% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr4.8%
[Start]100.0% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
*-un-lft-identity [=>]100.0% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
log-prod [=>]100.0% | \[ \mathsf{copysign}\left(\color{blue}{\log 1 + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
metadata-eval [=>]100.0% | \[ \mathsf{copysign}\left(\color{blue}{0} + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
*-un-lft-identity [=>]100.0% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
*-un-lft-identity [<=]100.0% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
add-sqr-sqrt [=>]0.0% | \[ \mathsf{copysign}\left(0 + \log \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
fabs-sqr [=>]0.0% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
add-sqr-sqrt [<=]4.8% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{x} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
Simplified4.8%
[Start]4.8% | \[ \mathsf{copysign}\left(0 + \log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
+-lft-identity [=>]4.8% | \[ \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
Applied egg-rr6.1%
[Start]4.8% | \[ \mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
flip-+ [=>]5.2% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{x \cdot x - \mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{x - \mathsf{hypot}\left(1, x\right)}\right)}, x\right)
\] |
frac-2neg [=>]5.2% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{-\left(x \cdot x - \mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)\right)}{-\left(x - \mathsf{hypot}\left(1, x\right)\right)}\right)}, x\right)
\] |
log-div [=>]5.2% | \[ \mathsf{copysign}\left(\color{blue}{\log \left(-\left(x \cdot x - \mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
hypot-udef [=>]5.2% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \color{blue}{\sqrt{1 \cdot 1 + x \cdot x}} \cdot \mathsf{hypot}\left(1, x\right)\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
hypot-udef [=>]5.2% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \sqrt{1 \cdot 1 + x \cdot x} \cdot \color{blue}{\sqrt{1 \cdot 1 + x \cdot x}}\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
add-sqr-sqrt [<=]6.1% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \color{blue}{\left(1 \cdot 1 + x \cdot x\right)}\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
metadata-eval [=>]6.1% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \left(\color{blue}{1} + x \cdot x\right)\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
+-commutative [=>]6.1% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \color{blue}{\left(x \cdot x + 1\right)}\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
fma-def [=>]6.1% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \color{blue}{\mathsf{fma}\left(x, x, 1\right)}\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
Simplified100.0%
[Start]6.1% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \mathsf{fma}\left(x, x, 1\right)\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
|---|---|
sub-neg [=>]6.1% | \[ \mathsf{copysign}\left(\log \left(-\color{blue}{\left(x \cdot x + \left(-\mathsf{fma}\left(x, x, 1\right)\right)\right)}\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
sub-neg [<=]6.1% | \[ \mathsf{copysign}\left(\log \left(-\color{blue}{\left(x \cdot x - \mathsf{fma}\left(x, x, 1\right)\right)}\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
fma-udef [=>]6.1% | \[ \mathsf{copysign}\left(\log \left(-\left(x \cdot x - \color{blue}{\left(x \cdot x + 1\right)}\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
associate--r+ [=>]54.5% | \[ \mathsf{copysign}\left(\log \left(-\color{blue}{\left(\left(x \cdot x - x \cdot x\right) - 1\right)}\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
+-inverses [=>]100.0% | \[ \mathsf{copysign}\left(\log \left(-\left(\color{blue}{0} - 1\right)\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
metadata-eval [=>]100.0% | \[ \mathsf{copysign}\left(\log \left(-\color{blue}{-1}\right) - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
metadata-eval [=>]100.0% | \[ \mathsf{copysign}\left(\log \color{blue}{1} - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
metadata-eval [=>]100.0% | \[ \mathsf{copysign}\left(\color{blue}{0} - \log \left(-\left(x - \mathsf{hypot}\left(1, x\right)\right)\right), x\right)
\] |
neg-sub0 [=>]100.0% | \[ \mathsf{copysign}\left(0 - \log \color{blue}{\left(0 - \left(x - \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
associate--r- [=>]100.0% | \[ \mathsf{copysign}\left(0 - \log \color{blue}{\left(\left(0 - x\right) + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
neg-sub0 [<=]100.0% | \[ \mathsf{copysign}\left(0 - \log \left(\color{blue}{\left(-x\right)} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
neg-mul-1 [=>]100.0% | \[ \mathsf{copysign}\left(0 - \log \left(\color{blue}{-1 \cdot x} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
+-commutative [<=]100.0% | \[ \mathsf{copysign}\left(0 - \log \color{blue}{\left(\mathsf{hypot}\left(1, x\right) + -1 \cdot x\right)}, x\right)
\] |
neg-mul-1 [<=]100.0% | \[ \mathsf{copysign}\left(0 - \log \left(\mathsf{hypot}\left(1, x\right) + \color{blue}{\left(-x\right)}\right), x\right)
\] |
sub-neg [<=]100.0% | \[ \mathsf{copysign}\left(0 - \log \color{blue}{\left(\mathsf{hypot}\left(1, x\right) - x\right)}, x\right)
\] |
neg-sub0 [<=]100.0% | \[ \mathsf{copysign}\left(\color{blue}{-\log \left(\mathsf{hypot}\left(1, x\right) - x\right)}, x\right)
\] |
Taylor expanded in x around -inf 100.0%
Simplified100.0%
[Start]100.0% | \[ \mathsf{copysign}\left(-\log \left(-2 \cdot x - 0.5 \cdot \frac{1}{x}\right), x\right)
\] |
|---|---|
*-commutative [=>]100.0% | \[ \mathsf{copysign}\left(-\log \left(\color{blue}{x \cdot -2} - 0.5 \cdot \frac{1}{x}\right), x\right)
\] |
associate-*r/ [=>]100.0% | \[ \mathsf{copysign}\left(-\log \left(x \cdot -2 - \color{blue}{\frac{0.5 \cdot 1}{x}}\right), x\right)
\] |
metadata-eval [=>]100.0% | \[ \mathsf{copysign}\left(-\log \left(x \cdot -2 - \frac{\color{blue}{0.5}}{x}\right), x\right)
\] |
if -0.94999999999999996 < x < 8.9999999999999998e-4Initial program 7.2%
Simplified7.2%
[Start]7.2% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]7.2% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]7.2% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr7.2%
[Start]7.2% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
*-un-lft-identity [=>]7.2% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
log-prod [=>]7.2% | \[ \mathsf{copysign}\left(\color{blue}{\log 1 + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
metadata-eval [=>]7.2% | \[ \mathsf{copysign}\left(\color{blue}{0} + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
*-un-lft-identity [=>]7.2% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
*-un-lft-identity [<=]7.2% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
add-sqr-sqrt [=>]3.5% | \[ \mathsf{copysign}\left(0 + \log \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
fabs-sqr [=>]3.5% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
add-sqr-sqrt [<=]7.2% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{x} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
Simplified7.2%
[Start]7.2% | \[ \mathsf{copysign}\left(0 + \log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
+-lft-identity [=>]7.2% | \[ \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
Taylor expanded in x around 0 100.0%
if 8.9999999999999998e-4 < x Initial program 52.4%
Simplified100.0%
[Start]52.4% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]52.4% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]100.0% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr100.0%
[Start]100.0% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
*-un-lft-identity [=>]100.0% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
log-prod [=>]100.0% | \[ \mathsf{copysign}\left(\color{blue}{\log 1 + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
metadata-eval [=>]100.0% | \[ \mathsf{copysign}\left(\color{blue}{0} + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
*-un-lft-identity [=>]100.0% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
*-un-lft-identity [<=]100.0% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
add-sqr-sqrt [=>]99.9% | \[ \mathsf{copysign}\left(0 + \log \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
fabs-sqr [=>]99.9% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
add-sqr-sqrt [<=]100.0% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{x} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
Simplified100.0%
[Start]100.0% | \[ \mathsf{copysign}\left(0 + \log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
+-lft-identity [=>]100.0% | \[ \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
Final simplification100.0%
| Alternative 1 | |
|---|---|
| Accuracy | 99.8% |
| Cost | 19784 |
| Alternative 2 | |
|---|---|
| Accuracy | 99.4% |
| Cost | 45828 |
| Alternative 3 | |
|---|---|
| Accuracy | 99.6% |
| Cost | 13704 |
| Alternative 4 | |
|---|---|
| Accuracy | 99.4% |
| Cost | 13512 |
| Alternative 5 | |
|---|---|
| Accuracy | 99.5% |
| Cost | 13512 |
| Alternative 6 | |
|---|---|
| Accuracy | 98.5% |
| Cost | 13448 |
| Alternative 7 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 13320 |
| Alternative 8 | |
|---|---|
| Accuracy | 73.0% |
| Cost | 13188 |
| Alternative 9 | |
|---|---|
| Accuracy | 56.8% |
| Cost | 12928 |
| Alternative 10 | |
|---|---|
| Accuracy | 12.1% |
| Cost | 6656 |
herbie shell --seed 2023272
(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))