?

Average Accuracy: 36.6% → 99.4%
Time: 9.3s
Precision: binary32
Cost: 9896

?

\[\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \]
\[\begin{array}{l} \mathbf{if}\;x \leq -0.10000000149011612:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{1}{\mathsf{hypot}\left(1, x\right) - x}\right), x\right)\\ \mathbf{elif}\;x \leq 0.009999999776482582:\\ \;\;\;\;\mathsf{copysign}\left(x + -0.16666666666666666 \cdot {x}^{3}, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)\\ \end{array} \]
(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 0.009999999776482582)
     (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 <= 0.009999999776482582f) {
		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(0.009999999776482582))
		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(0.009999999776482582))
		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 0.009999999776482582:\\
\;\;\;\;\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}

Error?

Target

Original36.6%
Target99.6%
Herbie99.4%
\[\mathsf{copysign}\left(\mathsf{log1p}\left(\left|x\right| + \frac{\left|x\right|}{\mathsf{hypot}\left(1, \frac{1}{\left|x\right|}\right) + \frac{1}{\left|x\right|}}\right), x\right) \]

Derivation?

  1. Split input into 3 regimes
  2. if x < -0.100000001

    1. Initial program 52.0%

      \[\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \]
    2. Applied egg-rr99.2%

      \[\leadsto \mathsf{copysign}\left(\log \color{blue}{\left(\left(x \cdot \left(x - x\right) - 1\right) \cdot \frac{1}{x - \mathsf{hypot}\left(1, x\right)}\right)}, x\right) \]
      Proof

      [Start]52.0

      \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \]

      flip-+ [=>]8.7

      \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{\left|x\right| \cdot \left|x\right| - \sqrt{x \cdot x + 1} \cdot \sqrt{x \cdot x + 1}}{\left|x\right| - \sqrt{x \cdot x + 1}}\right)}, x\right) \]

      div-inv [=>]8.7

      \[ \mathsf{copysign}\left(\log \color{blue}{\left(\left(\left|x\right| \cdot \left|x\right| - \sqrt{x \cdot x + 1} \cdot \sqrt{x \cdot x + 1}\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right)}, x\right) \]

      add-sqr-sqrt [<=]8.5

      \[ \mathsf{copysign}\left(\log \left(\left(\left|x\right| \cdot \left|x\right| - \color{blue}{\left(x \cdot x + 1\right)}\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      associate--r+ [=>]8.5

      \[ \mathsf{copysign}\left(\log \left(\color{blue}{\left(\left(\left|x\right| \cdot \left|x\right| - x \cdot x\right) - 1\right)} \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      sqr-abs [<=]8.5

      \[ \mathsf{copysign}\left(\log \left(\left(\left(\left|x\right| \cdot \left|x\right| - \color{blue}{\left|x\right| \cdot \left|x\right|}\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      distribute-lft-out-- [=>]8.5

      \[ \mathsf{copysign}\left(\log \left(\left(\color{blue}{\left|x\right| \cdot \left(\left|x\right| - \left|x\right|\right)} - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      add-sqr-sqrt [=>]-0.0

      \[ \mathsf{copysign}\left(\log \left(\left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| \cdot \left(\left|x\right| - \left|x\right|\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      fabs-sqr [=>]-0.0

      \[ \mathsf{copysign}\left(\log \left(\left(\color{blue}{\left(\sqrt{x} \cdot \sqrt{x}\right)} \cdot \left(\left|x\right| - \left|x\right|\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      add-sqr-sqrt [<=]8.5

      \[ \mathsf{copysign}\left(\log \left(\left(\color{blue}{x} \cdot \left(\left|x\right| - \left|x\right|\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      add-sqr-sqrt [=>]-0.0

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| - \left|x\right|\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      fabs-sqr [=>]-0.0

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} - \left|x\right|\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      add-sqr-sqrt [<=]0.7

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \left(\color{blue}{x} - \left|x\right|\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      add-sqr-sqrt [=>]-0.0

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \left(x - \left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right|\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      fabs-sqr [=>]-0.0

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \left(x - \color{blue}{\sqrt{x} \cdot \sqrt{x}}\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]

      add-sqr-sqrt [<=]8.5

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \left(x - \color{blue}{x}\right) - 1\right) \cdot \frac{1}{\left|x\right| - \sqrt{x \cdot x + 1}}\right), x\right) \]
    3. Simplified99.2%

      \[\leadsto \mathsf{copysign}\left(\log \color{blue}{\left(\frac{1}{\mathsf{hypot}\left(1, x\right) - x}\right)}, x\right) \]
      Proof

      [Start]99.2

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \left(x - x\right) - 1\right) \cdot \frac{1}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      +-inverses [=>]99.2

      \[ \mathsf{copysign}\left(\log \left(\left(x \cdot \color{blue}{0} - 1\right) \cdot \frac{1}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      mul0-rgt [=>]99.2

      \[ \mathsf{copysign}\left(\log \left(\left(\color{blue}{0} - 1\right) \cdot \frac{1}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      metadata-eval [=>]99.2

      \[ \mathsf{copysign}\left(\log \left(\color{blue}{-1} \cdot \frac{1}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      associate-*r/ [=>]99.2

      \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{-1 \cdot 1}{x - \mathsf{hypot}\left(1, x\right)}\right)}, x\right) \]

      metadata-eval [=>]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{-1}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      metadata-eval [<=]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{\color{blue}{\frac{1}{-1}}}{x - \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      associate-/r* [<=]99.2

      \[ \mathsf{copysign}\left(\log \color{blue}{\left(\frac{1}{-1 \cdot \left(x - \mathsf{hypot}\left(1, x\right)\right)}\right)}, x\right) \]

      neg-mul-1 [<=]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{-\left(x - \mathsf{hypot}\left(1, x\right)\right)}}\right), x\right) \]

      neg-sub0 [=>]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{0 - \left(x - \mathsf{hypot}\left(1, x\right)\right)}}\right), x\right) \]

      associate--r- [=>]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\left(0 - x\right) + \mathsf{hypot}\left(1, x\right)}}\right), x\right) \]

      neg-sub0 [<=]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\left(-x\right)} + \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      mul-1-neg [<=]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{-1 \cdot x} + \mathsf{hypot}\left(1, x\right)}\right), x\right) \]

      +-commutative [<=]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\mathsf{hypot}\left(1, x\right) + -1 \cdot x}}\right), x\right) \]

      mul-1-neg [=>]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\mathsf{hypot}\left(1, x\right) + \color{blue}{\left(-x\right)}}\right), x\right) \]

      sub-neg [<=]99.2

      \[ \mathsf{copysign}\left(\log \left(\frac{1}{\color{blue}{\mathsf{hypot}\left(1, x\right) - x}}\right), x\right) \]

    if -0.100000001 < x < 0.00999999978

    1. Initial program 19.5%

      \[\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \]
    2. Applied egg-rr97.3%

      \[\leadsto \mathsf{copysign}\left(\color{blue}{\mathsf{log1p}\left(x + \left(\mathsf{hypot}\left(1, x\right) - 1\right)\right)}, x\right) \]
      Proof

      [Start]19.5

      \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \]

      log1p-expm1-u [=>]19.5

      \[ \mathsf{copysign}\left(\color{blue}{\mathsf{log1p}\left(\mathsf{expm1}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right)\right)\right)}, x\right) \]

      expm1-udef [=>]19.5

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\color{blue}{e^{\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right)} - 1}\right), x\right) \]

      add-exp-log [<=]19.5

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\color{blue}{\left(\left|x\right| + \sqrt{x \cdot x + 1}\right)} - 1\right), x\right) \]

      associate--l+ [=>]97.3

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\color{blue}{\left|x\right| + \left(\sqrt{x \cdot x + 1} - 1\right)}\right), x\right) \]

      add-sqr-sqrt [=>]46.8

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \left(\sqrt{x \cdot x + 1} - 1\right)\right), x\right) \]

      fabs-sqr [=>]46.8

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \left(\sqrt{x \cdot x + 1} - 1\right)\right), x\right) \]

      add-sqr-sqrt [<=]97.3

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(\color{blue}{x} + \left(\sqrt{x \cdot x + 1} - 1\right)\right), x\right) \]

      +-commutative [=>]97.3

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\sqrt{\color{blue}{1 + x \cdot x}} - 1\right)\right), x\right) \]

      sqr-abs [<=]97.3

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\sqrt{1 + \color{blue}{\left|x\right| \cdot \left|x\right|}} - 1\right)\right), x\right) \]

      hypot-1-def [=>]97.3

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\color{blue}{\mathsf{hypot}\left(1, \left|x\right|\right)} - 1\right)\right), x\right) \]

      add-sqr-sqrt [=>]47.5

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\mathsf{hypot}\left(1, \left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right|\right) - 1\right)\right), x\right) \]

      fabs-sqr [=>]47.5

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\mathsf{hypot}\left(1, \color{blue}{\sqrt{x} \cdot \sqrt{x}}\right) - 1\right)\right), x\right) \]

      add-sqr-sqrt [<=]97.3

      \[ \mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\mathsf{hypot}\left(1, \color{blue}{x}\right) - 1\right)\right), x\right) \]
    3. Taylor expanded in x around 0 99.9%

      \[\leadsto \mathsf{copysign}\left(\color{blue}{-0.16666666666666666 \cdot {x}^{3} + x}, x\right) \]

    if 0.00999999978 < x

    1. Initial program 53.2%

      \[\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \]
    2. Applied egg-rr98.7%

      \[\leadsto \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right) + 0}, x\right) \]
      Proof

      [Start]53.2

      \[ \mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \]

      *-un-lft-identity [=>]53.2

      \[ \mathsf{copysign}\left(\log \color{blue}{\left(1 \cdot \left(\left|x\right| + \sqrt{x \cdot x + 1}\right)\right)}, x\right) \]

      log-prod [=>]53.2

      \[ \mathsf{copysign}\left(\color{blue}{\log 1 + \log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right)}, x\right) \]

      +-commutative [=>]53.2

      \[ \mathsf{copysign}\left(\color{blue}{\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right) + \log 1}, x\right) \]

      add-sqr-sqrt [=>]53.2

      \[ \mathsf{copysign}\left(\log \left(\left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right| + \sqrt{x \cdot x + 1}\right) + \log 1, x\right) \]

      fabs-sqr [=>]53.2

      \[ \mathsf{copysign}\left(\log \left(\color{blue}{\sqrt{x} \cdot \sqrt{x}} + \sqrt{x \cdot x + 1}\right) + \log 1, x\right) \]

      add-sqr-sqrt [<=]53.2

      \[ \mathsf{copysign}\left(\log \left(\color{blue}{x} + \sqrt{x \cdot x + 1}\right) + \log 1, x\right) \]

      +-commutative [=>]53.2

      \[ \mathsf{copysign}\left(\log \left(x + \sqrt{\color{blue}{1 + x \cdot x}}\right) + \log 1, x\right) \]

      sqr-abs [<=]53.2

      \[ \mathsf{copysign}\left(\log \left(x + \sqrt{1 + \color{blue}{\left|x\right| \cdot \left|x\right|}}\right) + \log 1, x\right) \]

      hypot-1-def [=>]98.7

      \[ \mathsf{copysign}\left(\log \left(x + \color{blue}{\mathsf{hypot}\left(1, \left|x\right|\right)}\right) + \log 1, x\right) \]

      add-sqr-sqrt [=>]98.7

      \[ \mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, \left|\color{blue}{\sqrt{x} \cdot \sqrt{x}}\right|\right)\right) + \log 1, x\right) \]

      fabs-sqr [=>]98.7

      \[ \mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, \color{blue}{\sqrt{x} \cdot \sqrt{x}}\right)\right) + \log 1, x\right) \]

      add-sqr-sqrt [<=]98.7

      \[ \mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, \color{blue}{x}\right)\right) + \log 1, x\right) \]

      metadata-eval [=>]98.7

      \[ \mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, x\right)\right) + \color{blue}{0}, x\right) \]
    3. Simplified98.7%

      \[\leadsto \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right)}, x\right) \]
      Proof

      [Start]98.7

      \[ \mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, x\right)\right) + 0, x\right) \]

      +-rgt-identity [=>]98.7

      \[ \mathsf{copysign}\left(\color{blue}{\log \left(x + \mathsf{hypot}\left(1, x\right)\right)}, x\right) \]
  3. Recombined 3 regimes into one program.
  4. Final simplification99.4%

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \leq -0.10000000149011612:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{1}{\mathsf{hypot}\left(1, x\right) - x}\right), x\right)\\ \mathbf{elif}\;x \leq 0.009999999776482582:\\ \;\;\;\;\mathsf{copysign}\left(x + -0.16666666666666666 \cdot {x}^{3}, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)\\ \end{array} \]

Alternatives

Alternative 1
Accuracy98.2%
Cost26052
\[\begin{array}{l} \mathbf{if}\;\mathsf{copysign}\left(\log \left(\left|x\right| + \sqrt{x \cdot x + 1}\right), x\right) \leq -0.10000000149011612:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\left|x\right| + \mathsf{hypot}\left(1, x\right)\right), x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\mathsf{hypot}\left(1, x\right) + -1\right)\right), x\right)\\ \end{array} \]
Alternative 2
Accuracy98.9%
Cost9896
\[\begin{array}{l} \mathbf{if}\;x \leq -4:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{-0.5}{x}\right), x\right)\\ \mathbf{elif}\;x \leq 0.20000000298023224:\\ \;\;\;\;\mathsf{copysign}\left(\mathsf{log1p}\left(x + \frac{x \cdot x}{2 + \left(x \cdot x\right) \cdot 0.5}\right), x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + \mathsf{hypot}\left(1, x\right)\right), x\right)\\ \end{array} \]
Alternative 3
Accuracy98.2%
Cost9892
\[\begin{array}{l} \mathbf{if}\;x \leq -0.10000000149011612:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{1}{\mathsf{hypot}\left(1, x\right) - x}\right), x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\mathsf{log1p}\left(x + \left(\mathsf{hypot}\left(1, x\right) + -1\right)\right), x\right)\\ \end{array} \]
Alternative 4
Accuracy98.5%
Cost6984
\[\begin{array}{l} \mathbf{if}\;x \leq -4:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{-0.5}{x}\right), x\right)\\ \mathbf{elif}\;x \leq 1:\\ \;\;\;\;\mathsf{copysign}\left(\mathsf{log1p}\left(x + \frac{x \cdot x}{2 + \left(x \cdot x\right) \cdot 0.5}\right), x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + \left(x + \frac{0.5}{x}\right)\right), x\right)\\ \end{array} \]
Alternative 5
Accuracy98.3%
Cost6792
\[\begin{array}{l} \mathbf{if}\;x \leq -4:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{-0.5}{x}\right), x\right)\\ \mathbf{elif}\;x \leq 1:\\ \;\;\;\;\mathsf{copysign}\left(x + -0.16666666666666666 \cdot {x}^{3}, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + \left(x + \frac{0.5}{x}\right)\right), x\right)\\ \end{array} \]
Alternative 6
Accuracy98.0%
Cost6760
\[\begin{array}{l} \mathbf{if}\;x \leq -4:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{-0.5}{x}\right), x\right)\\ \mathbf{elif}\;x \leq 1:\\ \;\;\;\;\mathsf{copysign}\left(x + -0.16666666666666666 \cdot {x}^{3}, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + x\right), x\right)\\ \end{array} \]
Alternative 7
Accuracy83.8%
Cost6664
\[\begin{array}{l} \mathbf{if}\;x \leq -4:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(-x\right), x\right)\\ \mathbf{elif}\;x \leq 1:\\ \;\;\;\;\mathsf{copysign}\left(x, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + x\right), x\right)\\ \end{array} \]
Alternative 8
Accuracy97.1%
Cost6664
\[\begin{array}{l} \mathbf{if}\;x \leq -4:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(\frac{-0.5}{x}\right), x\right)\\ \mathbf{elif}\;x \leq 1:\\ \;\;\;\;\mathsf{copysign}\left(x, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(x + x\right), x\right)\\ \end{array} \]
Alternative 9
Accuracy68.9%
Cost6564
\[\begin{array}{l} \mathbf{if}\;x \leq -4:\\ \;\;\;\;\mathsf{copysign}\left(\log \left(-x\right), x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\mathsf{log1p}\left(x\right), x\right)\\ \end{array} \]
Alternative 10
Accuracy62.7%
Cost6532
\[\begin{array}{l} \mathbf{if}\;x \leq 5:\\ \;\;\;\;\mathsf{copysign}\left(x, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\log x, x\right)\\ \end{array} \]
Alternative 11
Accuracy62.7%
Cost6532
\[\begin{array}{l} \mathbf{if}\;x \leq 1:\\ \;\;\;\;\mathsf{copysign}\left(x, x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{copysign}\left(\mathsf{log1p}\left(x\right), x\right)\\ \end{array} \]
Alternative 12
Accuracy54.7%
Cost3264
\[\mathsf{copysign}\left(x, x\right) \]

Error

Reproduce?

herbie shell --seed 2023138 
(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))