Average Error: 52.6 → 0.2
Time: 15.6s
Precision: 64
Internal Precision: 128
\[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.0647793477551444:\\ \;\;\;\;\log \left(\frac{\frac{-1}{16}}{{x}^{5}} - \left(\frac{\frac{1}{2}}{x} - \frac{\frac{\frac{1}{8}}{x}}{x \cdot x}\right)\right)\\ \mathbf{elif}\;x \le 0.9653629003926745:\\ \;\;\;\;\left({x}^{5} \cdot \frac{3}{40} - {x}^{3} \cdot \frac{1}{6}\right) + x\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \left(\frac{\frac{\frac{-1}{8}}{x}}{x \cdot x} + \left(x + \frac{\frac{1}{2}}{x}\right)\right)\right)\\ \end{array}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original52.6
Target45.1
Herbie0.2
\[\begin{array}{l} \mathbf{if}\;x \lt 0:\\ \;\;\;\;\log \left(\frac{-1}{x - \sqrt{x \cdot x + 1}}\right)\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \sqrt{x \cdot x + 1}\right)\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if x < -1.0647793477551444

    1. Initial program 61.7

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Taylor expanded around -inf 0.2

      \[\leadsto \log \color{blue}{\left(\frac{1}{8} \cdot \frac{1}{{x}^{3}} - \left(\frac{1}{16} \cdot \frac{1}{{x}^{5}} + \frac{1}{2} \cdot \frac{1}{x}\right)\right)}\]
    3. Simplified0.2

      \[\leadsto \log \color{blue}{\left(\frac{\frac{-1}{16}}{{x}^{5}} - \left(\frac{\frac{1}{2}}{x} - \frac{\frac{\frac{1}{8}}{x}}{x \cdot x}\right)\right)}\]

    if -1.0647793477551444 < x < 0.9653629003926745

    1. Initial program 58.5

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Taylor expanded around 0 0.2

      \[\leadsto \color{blue}{\left(x + \frac{3}{40} \cdot {x}^{5}\right) - \frac{1}{6} \cdot {x}^{3}}\]
    3. Using strategy rm
    4. Applied associate--l+0.2

      \[\leadsto \color{blue}{x + \left(\frac{3}{40} \cdot {x}^{5} - \frac{1}{6} \cdot {x}^{3}\right)}\]

    if 0.9653629003926745 < x

    1. Initial program 31.4

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Taylor expanded around inf 0.3

      \[\leadsto \log \left(x + \color{blue}{\left(\left(x + \frac{1}{2} \cdot \frac{1}{x}\right) - \frac{1}{8} \cdot \frac{1}{{x}^{3}}\right)}\right)\]
    3. Simplified0.3

      \[\leadsto \log \left(x + \color{blue}{\left(\left(x + \frac{\frac{1}{2}}{x}\right) + \frac{\frac{\frac{-1}{8}}{x}}{x \cdot x}\right)}\right)\]
  3. Recombined 3 regimes into one program.
  4. Final simplification0.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.0647793477551444:\\ \;\;\;\;\log \left(\frac{\frac{-1}{16}}{{x}^{5}} - \left(\frac{\frac{1}{2}}{x} - \frac{\frac{\frac{1}{8}}{x}}{x \cdot x}\right)\right)\\ \mathbf{elif}\;x \le 0.9653629003926745:\\ \;\;\;\;\left({x}^{5} \cdot \frac{3}{40} - {x}^{3} \cdot \frac{1}{6}\right) + x\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \left(\frac{\frac{\frac{-1}{8}}{x}}{x \cdot x} + \left(x + \frac{\frac{1}{2}}{x}\right)\right)\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2018362 
(FPCore (x)
  :name "Hyperbolic arcsine"

  :herbie-target
  (if (< x 0) (log (/ -1 (- x (sqrt (+ (* x x) 1))))) (log (+ x (sqrt (+ (* x x) 1)))))

  (log (+ x (sqrt (+ (* x x) 1)))))

Details

Time bar (total: 9.9s)Debug log

start196.0ms

Algorithm
intervals

setup21.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 53.4b

localize25.0ms

Local error

Found 3 expressions with local error:

13.0b
(sqrt (+ (* x x) 1))
4.8b
(log (+ x (sqrt (+ (* x x) 1))))
0.0b
(+ x (sqrt (+ (* x x) 1)))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
3 → 38
Calls

3 calls. Slowest were:

3.0ms
(sqrt (+ (* x x) 1))
2.0ms
(log (+ x (sqrt (+ (* x x) 1))))
1.0ms
(+ x (sqrt (+ (* x x) 1)))

series177.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

138.0ms
(log (+ x (sqrt (+ (* x x) 1))))
23.0ms
(+ x (sqrt (+ (* x x) 1)))
16.0ms
(sqrt (+ (* x x) 1))

simplify1.6s

Counts
21 → 47
Calls

21 calls. Slowest were:

420.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))
277.0ms
(- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4)))))
145.0ms
(- (* 1/8 (/ 1 (pow x 3))) (+ x (* 1/2 (/ 1 x))))

prune483.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.0b

localize36.0ms

Local error

Found 3 expressions with local error:

17.1b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
0.1b
(* 1/6 (pow x 3))
0.0b
(* 3/40 (pow x 5))

rewrite14.0ms

Algorithm
rewrite-expression-head
Counts
3 → 37
Calls

3 calls. Slowest were:

9.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
2.0ms
(* 1/6 (pow x 3))
2.0ms
(* 3/40 (pow x 5))

series77.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

33.0ms
(* 3/40 (pow x 5))
29.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
15.0ms
(* 1/6 (pow x 3))

simplify385.0ms

Counts
17 → 46
Calls

17 calls. Slowest were:

125.0ms
(/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3))))
91.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
66.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

prune622.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0b

localize10.0ms

Local error

Found 3 expressions with local error:

17.1b
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
0.1b
(* 1/6 (pow x 3))
0.0b
(* 3/40 (pow x 5))

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
3 → 36
Calls

3 calls. Slowest were:

5.0ms
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
2.0ms
(* 1/6 (pow x 3))
2.0ms
(* 3/40 (pow x 5))

series145.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

89.0ms
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
31.0ms
(* 3/40 (pow x 5))
25.0ms
(* 1/6 (pow x 3))

simplify236.0ms

Counts
17 → 45
Calls

17 calls. Slowest were:

77.0ms
(/ (exp (* 3/40 (pow x 5))) (exp (* 1/6 (pow x 3))))
47.0ms
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
38.0ms
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))

prune716.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0b

localize35.0ms

Local error

Found 3 expressions with local error:

10.7b
(log (+ x (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))))
0.1b
(/ (/ -1/8 x) (* x x))
0.0b
(+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))

rewrite24.0ms

Algorithm
rewrite-expression-head
Counts
3 → 51
Calls

3 calls. Slowest were:

10.0ms
(+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))
7.0ms
(log (+ x (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))))
5.0ms
(/ (/ -1/8 x) (* x x))

series146.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

114.0ms
(log (+ x (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))))
16.0ms
(+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))
15.0ms
(/ (/ -1/8 x) (* x x))

simplify4.1s

Counts
33 → 60
Calls

33 calls. Slowest were:

797.0ms
(log (+ (pow x 3) (pow (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x))) 3)))
662.0ms
(/ (* (* (/ -1/8 x) (/ -1/8 x)) (/ -1/8 x)) (* (* (* x x) (* x x)) (* x x)))
499.0ms
(+ (* (- (* x x) (* (/ 1/2 x) (/ 1/2 x))) (* x x)) (* (- x (/ 1/2 x)) (/ -1/8 x)))

prune582.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0b

regimes162.0ms

Accuracy

99.4% (0.2b remaining)

Error of 0.2b against oracle of 0.0b and baseline of 31.2b

bsearch159.0ms