| Alternative 1 | |
|---|---|
| Accuracy | 99.6% |
| Cost | 9896 |

(FPCore (x) :precision binary32 (copysign (log (+ (fabs x) (sqrt (+ (* x x) 1.0)))) x))
(FPCore (x)
:precision binary32
(if (<= x -0.10000000149011612)
(copysign (log (/ 1.0 (- (hypot 1.0 x) x))) x)
(if (<= x 0.05000000074505806)
(copysign (+ x (* -0.16666666666666666 (pow x 3.0))) x)
(copysign (log (+ x (hypot 1.0 x))) x))))float code(float x) {
return copysignf(logf((fabsf(x) + sqrtf(((x * x) + 1.0f)))), x);
}
float code(float x) {
float tmp;
if (x <= -0.10000000149011612f) {
tmp = copysignf(logf((1.0f / (hypotf(1.0f, x) - x))), x);
} else if (x <= 0.05000000074505806f) {
tmp = copysignf((x + (-0.16666666666666666f * powf(x, 3.0f))), x);
} else {
tmp = copysignf(logf((x + hypotf(1.0f, x))), x);
}
return tmp;
}
function code(x) return copysign(log(Float32(abs(x) + sqrt(Float32(Float32(x * x) + Float32(1.0))))), x) end
function code(x) tmp = Float32(0.0) if (x <= Float32(-0.10000000149011612)) tmp = copysign(log(Float32(Float32(1.0) / Float32(hypot(Float32(1.0), x) - x))), x); elseif (x <= Float32(0.05000000074505806)) tmp = copysign(Float32(x + Float32(Float32(-0.16666666666666666) * (x ^ Float32(3.0)))), x); else tmp = copysign(log(Float32(x + hypot(Float32(1.0), x))), x); end return tmp end
function tmp = code(x) tmp = sign(x) * abs(log((abs(x) + sqrt(((x * x) + single(1.0)))))); end
function tmp_2 = code(x) tmp = single(0.0); if (x <= single(-0.10000000149011612)) tmp = sign(x) * abs(log((single(1.0) / (hypot(single(1.0), x) - x)))); elseif (x <= single(0.05000000074505806)) tmp = sign(x) * abs((x + (single(-0.16666666666666666) * (x ^ single(3.0))))); else tmp = sign(x) * abs(log((x + hypot(single(1.0), x)))); end tmp_2 = tmp; end
\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\begin{array}{l}
\mathbf{if}\;x \leq -0.10000000149011612:\\
\;\;\;\;\mathsf{copysign}\left(\log \left(\frac{1}{\mathsf{hypot}\left(1, x\right) - x}\right), x\right)\\
\mathbf{elif}\;x \leq 0.05000000074505806:\\
\;\;\;\;\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 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
| Original | 37.3% |
|---|---|
| Target | 99.6% |
| Herbie | 99.6% |
if x < -0.100000001Initial program 55.7%
Simplified98.5%
[Start]55.7% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]55.7% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]98.5% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr17.9%
[Start]98.5% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
flip-+ [=>]14.9% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{\left|x\right| \cdot \left|x\right| - \mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right)}, x\right)
\] |
div-sub [=>]15.0% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{\left|x\right| \cdot \left|x\right|}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right)}, x\right)
\] |
pow2 [=>]15.0% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{{\left(\left|x\right|\right)}^{2}}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [=>]-0.0% | \[ \mathsf{copysign}\left(\log \left(\frac{{\left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right|\right)}^{2}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
fabs-sqr [=>]-0.0% | \[ \mathsf{copysign}\left(\log \left(\frac{{\color{blue}{\left(\sqrt{x} \cdot \sqrt{x}\right)}}^{2}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [<=]15.0% | \[ \mathsf{copysign}\left(\log \left(\frac{{\color{blue}{x}}^{2}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
pow2 [<=]15.0% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{x \cdot x}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
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 [<=]5.5% | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{\color{blue}{x} - \mathsf{hypot}\left(1, x\right)} - \frac{\mathsf{hypot}\left(1, x\right) \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
hypot-udef [=>]5.5% | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\color{blue}{\sqrt{1 \cdot 1 + x \cdot x}} \cdot \mathsf{hypot}\left(1, x\right)}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
hypot-udef [=>]5.5% | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\sqrt{1 \cdot 1 + x \cdot x} \cdot \color{blue}{\sqrt{1 \cdot 1 + x \cdot x}}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
add-sqr-sqrt [<=]5.5% | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\color{blue}{1 \cdot 1 + x \cdot x}}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
metadata-eval [=>]5.5% | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{\color{blue}{1} + x \cdot x}{\left|x\right| - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
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 [<=]17.9% | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{1 + x \cdot x}{\color{blue}{x} - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Simplified98.3%
[Start]17.9% | \[ \mathsf{copysign}\left(\log \left(\frac{x \cdot x}{x - \mathsf{hypot}\left(1, x\right)} - \frac{1 + x \cdot x}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
|---|---|
unpow2 [<=]17.9% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{{x}^{2}}}{x - \mathsf{hypot}\left(1, x\right)} - \frac{1 + x \cdot x}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
div-sub [<=]20.9% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{{x}^{2} - \left(1 + x \cdot x\right)}{x - \mathsf{hypot}\left(1, x\right)}\right)}, x\right)
\] |
unpow2 [=>]20.9% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{x \cdot x} - \left(1 + x \cdot x\right)}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
unpow2 [<=]20.9% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{{x}^{2}} - \left(1 + x \cdot x\right)}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
unpow2 [<=]20.9% | \[ \mathsf{copysign}\left(\log \left(\frac{{x}^{2} - \left(1 + \color{blue}{{x}^{2}}\right)}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
+-commutative [=>]20.9% | \[ \mathsf{copysign}\left(\log \left(\frac{{x}^{2} - \color{blue}{\left({x}^{2} + 1\right)}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
associate--r+ [=>]52.5% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{\left({x}^{2} - {x}^{2}\right) - 1}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
+-inverses [=>]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{0} - 1}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
metadata-eval [=>]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{-1}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
metadata-eval [<=]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{\frac{1}{-1}}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
associate-/r* [<=]98.3% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{1}{-1 \cdot \left(x - \mathsf{hypot}\left(1, x\right)\right)}\right)}, x\right)
\] |
neg-mul-1 [<=]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{-\left(x - \mathsf{hypot}\left(1, x\right)\right)}}\right), x\right)
\] |
sub-neg [=>]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{1}{-\color{blue}{\left(x + \left(-\mathsf{hypot}\left(1, x\right)\right)\right)}}\right), x\right)
\] |
+-commutative [=>]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{1}{-\color{blue}{\left(\left(-\mathsf{hypot}\left(1, x\right)\right) + x\right)}}\right), x\right)
\] |
distribute-neg-in [=>]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\left(-\left(-\mathsf{hypot}\left(1, x\right)\right)\right) + \left(-x\right)}}\right), x\right)
\] |
remove-double-neg [=>]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\mathsf{hypot}\left(1, x\right)} + \left(-x\right)}\right), x\right)
\] |
sub-neg [<=]98.3% | \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\mathsf{hypot}\left(1, x\right) - x}}\right), x\right)
\] |
if -0.100000001 < x < 0.0500000007Initial program 19.9%
Simplified19.9%
[Start]19.9% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right)
\] |
|---|---|
+-commutative [=>]19.9% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{\color{blue}{1 + x \cdot x}}\right), x\right)
\] |
hypot-1-def [=>]19.9% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr20.0%
[Start]19.9% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
log1p-expm1-u [=>]19.9% | \[ \mathsf{copysign}\left(\color{blue}{\mathsf{log1p}\left(\mathsf{expm1}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)\right)}, x\right)
\] |
expm1-udef [=>]19.9% | \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\color{blue}{e^{\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)} - 1}\right), x\right)
\] |
add-exp-log [<=]19.9% | \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\color{blue}{\left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)} - 1\right), x\right)
\] |
add-sqr-sqrt [=>]11.9% | \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \mathsf{hypot}\left(1, x\right)\right) - 1\right), x\right)
\] |
fabs-sqr [=>]11.9% | \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \mathsf{hypot}\left(1, x\right)\right) - 1\right), x\right)
\] |
add-sqr-sqrt [<=]20.0% | \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\left(\color{blue}{x} + \mathsf{hypot}\left(1, x\right)\right) - 1\right), x\right)
\] |
Taylor expanded in x around 0 100.0%
if 0.0500000007 < x Initial program 52.4%
Simplified98.6%
[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 [=>]98.6% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \color{blue}{\mathsf{hypot}\left(1, x\right)}\right), x\right)
\] |
Applied egg-rr98.6%
[Start]98.6% | \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
*-un-lft-identity [=>]98.6% | \[ \mathsf{copysign}\left(\log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
log-prod [=>]98.6% | \[ \mathsf{copysign}\left(\color{blue}{\log 1 + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
metadata-eval [=>]98.6% | \[ \mathsf{copysign}\left(\color{blue}{0} + \log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
*-un-lft-identity [=>]98.6% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(1 \cdot \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)\right)}, x\right)
\] |
*-un-lft-identity [<=]98.6% | \[ \mathsf{copysign}\left(0 + \log \color{blue}{\left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
add-sqr-sqrt [=>]98.6% | \[ \mathsf{copysign}\left(0 + \log \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
fabs-sqr [=>]98.6% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
add-sqr-sqrt [<=]98.6% | \[ \mathsf{copysign}\left(0 + \log \left(\color{blue}{x} + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
Simplified98.6%
[Start]98.6% | \[ \mathsf{copysign}\left(0 + \log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)
\] |
|---|---|
+-lft-identity [=>]98.6% | \[ \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right)}, x\right)
\] |
Final simplification99.1%
| Alternative 1 | |
|---|---|
| Accuracy | 99.6% |
| Cost | 9896 |
| Alternative 2 | |
|---|---|
| Accuracy | 98.2% |
| Cost | 22916 |
| Alternative 3 | |
|---|---|
| Accuracy | 98.9% |
| Cost | 9896 |
| Alternative 4 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 6920 |
| Alternative 5 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 6792 |
| Alternative 6 | |
|---|---|
| Accuracy | 97.9% |
| Cost | 6760 |
| Alternative 7 | |
|---|---|
| Accuracy | 82.2% |
| Cost | 6664 |
| Alternative 8 | |
|---|---|
| Accuracy | 95.4% |
| Cost | 6664 |
| Alternative 9 | |
|---|---|
| Accuracy | 68.9% |
| Cost | 6564 |
| Alternative 10 | |
|---|---|
| Accuracy | 5.5% |
| Cost | 6464 |
| Alternative 11 | |
|---|---|
| Accuracy | 58.0% |
| Cost | 6464 |
herbie shell --seed 2023229
(FPCore (x)
:name "Rust f32::asinh"
:precision binary32
: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))