Average Error: 53.4 → 0.2
Time: 4.4s
Precision: binary64
\[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
↓
\[\begin{array}{l} \mathbf{if}\;x \leq -1.0707837615459106:\\ \;\;\;\;\log \left(\frac{0.125}{{x}^{3}} - \left(\frac{0.5}{x} + \frac{0.0625}{{x}^{5}}\right)\right)\\ \mathbf{elif}\;x \leq 1.0246936005954463:\\ \;\;\;\;x + \left({x}^{5} \cdot 0.075 - {x}^{3} \cdot 0.16666666666666666\right)\\ \mathbf{else}:\\ \;\;\;\;\left(\frac{0.25}{x \cdot x} + \log 2\right) - \left(\frac{0.09375}{{x}^{4}} - \log x\right)\\ \end{array}\]
\log \left(x + \sqrt{x \cdot x + 1}\right)
↓
\begin{array}{l}
\mathbf{if}\;x \leq -1.0707837615459106:\\
\;\;\;\;\log \left(\frac{0.125}{{x}^{3}} - \left(\frac{0.5}{x} + \frac{0.0625}{{x}^{5}}\right)\right)\\

\mathbf{elif}\;x \leq 1.0246936005954463:\\
\;\;\;\;x + \left({x}^{5} \cdot 0.075 - {x}^{3} \cdot 0.16666666666666666\right)\\

\mathbf{else}:\\
\;\;\;\;\left(\frac{0.25}{x \cdot x} + \log 2\right) - \left(\frac{0.09375}{{x}^{4}} - \log x\right)\\

\end{array}
(FPCore (x) :precision binary64 (log (+ x (sqrt (+ (* x x) 1.0)))))
↓
(FPCore (x)
 :precision binary64
 (if (<= x -1.0707837615459106)
   (log (- (/ 0.125 (pow x 3.0)) (+ (/ 0.5 x) (/ 0.0625 (pow x 5.0)))))
   (if (<= x 1.0246936005954463)
     (+ x (- (* (pow x 5.0) 0.075) (* (pow x 3.0) 0.16666666666666666)))
     (- (+ (/ 0.25 (* x x)) (log 2.0)) (- (/ 0.09375 (pow x 4.0)) (log x))))))
double code(double x) {
	return ((double) log(((double) (x + ((double) sqrt(((double) (((double) (x * x)) + 1.0))))))));
}
↓
double code(double x) {
	double tmp;
	if ((x <= -1.0707837615459106)) {
		tmp = ((double) log(((double) ((0.125 / ((double) pow(x, 3.0))) - ((double) ((0.5 / x) + (0.0625 / ((double) pow(x, 5.0)))))))));
	} else {
		double tmp_1;
		if ((x <= 1.0246936005954463)) {
			tmp_1 = ((double) (x + ((double) (((double) (((double) pow(x, 5.0)) * 0.075)) - ((double) (((double) pow(x, 3.0)) * 0.16666666666666666))))));
		} else {
			tmp_1 = ((double) (((double) ((0.25 / ((double) (x * x))) + ((double) log(2.0)))) - ((double) ((0.09375 / ((double) pow(x, 4.0))) - ((double) log(x))))));
		}
		tmp = tmp_1;
	}
	return tmp;
}

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original53.4
Target45.8
Herbie0.2
\[\begin{array}{l} \mathbf{if}\;x < 0:\\ \;\;\;\;\log \left(\frac{-1}{x - \sqrt{x \cdot x + 1}}\right)\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \sqrt{x \cdot x + 1}\right)\\ \end{array}\]

Derivation

  1. Split input into 3 regimes

  2. if x < -1.0707837615459106

    1. Initial program 62.8

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]

    2. Taylor expanded around -inf 0.2

      \[\leadsto \log \color{blue}{\left(0.125 \cdot \frac{1}{{x}^{3}} - \left(0.5 \cdot \frac{1}{x} + 0.0625 \cdot \frac{1}{{x}^{5}}\right)\right)}\]

    3. Simplified0.2

      \[\leadsto \log \color{blue}{\left(\frac{0.125}{{x}^{3}} - \left(\frac{0.5}{x} + \frac{0.0625}{{x}^{5}}\right)\right)}\]

    if -1.0707837615459106 < x < 1.0246936005954463

    1. Initial program 58.9

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]

    2. Taylor expanded around 0 0.1

      \[\leadsto \color{blue}{\left(x + 0.075 \cdot {x}^{5}\right) - 0.16666666666666666 \cdot {x}^{3}}\]

    3. Simplified0.1

      \[\leadsto \color{blue}{\left(x + 0.075 \cdot {x}^{5}\right) - {x}^{3} \cdot 0.16666666666666666}\]
    4. Using strategy rm

    5. Applied associate--l+_binary640.1

      \[\leadsto \color{blue}{x + \left(0.075 \cdot {x}^{5} - {x}^{3} \cdot 0.16666666666666666\right)}\]

    if 1.0246936005954463 < x

    1. Initial program 32.4

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]

    2. Taylor expanded around inf 0.4

      \[\leadsto \color{blue}{\left(0.25 \cdot \frac{1}{{x}^{2}} + \log 2\right) - \left(\log \left(\frac{1}{x}\right) + 0.09375 \cdot \frac{1}{{x}^{4}}\right)}\]

    3. Simplified0.4

      \[\leadsto \color{blue}{\left(\frac{0.25}{x \cdot x} + \log 2\right) - \left(\frac{0.09375}{{x}^{4}} - \log x\right)}\]
  3. Recombined 3 regimes into one program.

  4. Final simplification0.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \leq -1.0707837615459106:\\ \;\;\;\;\log \left(\frac{0.125}{{x}^{3}} - \left(\frac{0.5}{x} + \frac{0.0625}{{x}^{5}}\right)\right)\\ \mathbf{elif}\;x \leq 1.0246936005954463:\\ \;\;\;\;x + \left({x}^{5} \cdot 0.075 - {x}^{3} \cdot 0.16666666666666666\right)\\ \mathbf{else}:\\ \;\;\;\;\left(\frac{0.25}{x \cdot x} + \log 2\right) - \left(\frac{0.09375}{{x}^{4}} - \log x\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020219 
(FPCore (x)
  :name "Hyperbolic arcsine"
  :precision binary64

  :herbie-target
  (if (< x 0.0) (log (/ -1.0 (- x (sqrt (+ (* x x) 1.0))))) (log (+ x (sqrt (+ (* x x) 1.0)))))

  (log (+ x (sqrt (+ (* x x) 1.0)))))