Average Error: 52.2 → 0.2
Time: 18.5s
Precision: 64
Internal Precision: 128
\[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.0435353126017766:\\ \;\;\;\;\log \left(\frac{\frac{-1}{16}}{{x}^{5}} - \left(\frac{\frac{1}{2}}{x} - \frac{\frac{\frac{1}{8}}{x}}{x \cdot x}\right)\right)\\ \mathbf{elif}\;x \le 0.9667467142280759:\\ \;\;\;\;\left(x + {x}^{5} \cdot \frac{3}{40}\right) - {x}^{3} \cdot \frac{1}{6}\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \left(\frac{\frac{\frac{-1}{8}}{x}}{x \cdot x} + \left(x + \frac{\frac{1}{2}}{x}\right)\right)\right)\\ \end{array}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original52.2
Target44.6
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 < -1.0435353126017766

    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 -1.0435353126017766 < x < 0.9667467142280759

    1. Initial program 58.8

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

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

    if 0.9667467142280759 < x

    1. Initial program 30.3

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

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

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.0435353126017766:\\ \;\;\;\;\log \left(\frac{\frac{-1}{16}}{{x}^{5}} - \left(\frac{\frac{1}{2}}{x} - \frac{\frac{\frac{1}{8}}{x}}{x \cdot x}\right)\right)\\ \mathbf{elif}\;x \le 0.9667467142280759:\\ \;\;\;\;\left(x + {x}^{5} \cdot \frac{3}{40}\right) - {x}^{3} \cdot \frac{1}{6}\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \left(\frac{\frac{\frac{-1}{8}}{x}}{x \cdot x} + \left(x + \frac{\frac{1}{2}}{x}\right)\right)\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019002 
(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: 17.8s)Debug log

sample158.0ms

Algorithm
intervals

simplify6.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

6.0ms
(log (+ x (sqrt (+ (* x x) 1))))

prune10.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 52.8b

localize23.0ms

Local error

Found 3 expressions with local error:

13.5b
(sqrt (+ (* x x) 1))
3.2b
(log (+ x (sqrt (+ (* x x) 1))))
0.3b
(+ x (sqrt (+ (* x x) 1)))

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
3 → 38
Calls

3 calls. Slowest were:

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

series199.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

146.0ms
(log (+ x (sqrt (+ (* x x) 1))))
37.0ms
(+ x (sqrt (+ (* x x) 1)))
16.0ms
(sqrt (+ (* x x) 1))

simplify1.6s

Counts
21 → 47
Calls

21 calls. Slowest were:

435.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))
222.0ms
(- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4)))))
157.0ms
(- (* 1/8 (/ 1 (pow x 3))) (+ x (* 1/2 (/ 1 x))))

prune441.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize38.0ms

Local error

Found 3 expressions with local error:

18.3b
(- (+ 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))

rewrite10.0ms

Algorithm
rewrite-expression-head
Counts
3 → 37
Calls

3 calls. Slowest were:

8.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
1.0ms
(* 1/6 (pow x 3))
1.0ms
(* 3/40 (pow x 5))

series72.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

26.0ms
(* 3/40 (pow x 5))
23.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
22.0ms
(* 1/6 (pow x 3))

simplify404.0ms

Counts
17 → 46
Calls

17 calls. Slowest were:

129.0ms
(/ (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)))
78.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

prune422.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.0b

localize19.0ms

Local error

Found 3 expressions with local error:

12.6b
(log (+ x (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))))
0.1b
(/ (/ -1/8 x) (* x x))
0.0b
(+ x (/ 1/2 x))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
3 → 46
Calls

3 calls. Slowest were:

4.0ms
(log (+ x (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))))
3.0ms
(/ (/ -1/8 x) (* x x))
1.0ms
(+ x (/ 1/2 x))

series126.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

80.0ms
(log (+ x (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x)))))
26.0ms
(+ x (/ 1/2 x))
20.0ms
(/ (/ -1/8 x) (* x x))

simplify2.7s

Counts
27 → 55
Calls

27 calls. Slowest were:

837.0ms
(log (+ (pow x 3) (pow (+ (+ x (/ 1/2 x)) (/ (/ -1/8 x) (* x x))) 3)))
609.0ms
(/ (* (* (/ -1/8 x) (/ -1/8 x)) (/ -1/8 x)) (* (* (* x x) (* x x)) (* x x)))
396.0ms
(- (+ (log -2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ -1 x)) (* 3/32 (/ 1 (pow x 4)))))

prune442.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.0b

localize31.0ms

Local error

Found 4 expressions with local error:

20.6b
(- (/ -1/16 (pow x 5)) (- (/ 1/2 x) (/ (/ 1/8 x) (* x x))))
15.7b
(log (- (/ -1/16 (pow x 5)) (- (/ 1/2 x) (/ (/ 1/8 x) (* x x)))))
0.1b
(/ (/ 1/8 x) (* x x))
0.0b
(/ -1/16 (pow x 5))

rewrite26.0ms

Algorithm
rewrite-expression-head
Counts
4 → 77
Calls

4 calls. Slowest were:

12.0ms
(- (/ -1/16 (pow x 5)) (- (/ 1/2 x) (/ (/ 1/8 x) (* x x))))
10.0ms
(log (- (/ -1/16 (pow x 5)) (- (/ 1/2 x) (/ (/ 1/8 x) (* x x)))))
3.0ms
(/ (/ 1/8 x) (* x x))

series138.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

71.0ms
(log (- (/ -1/16 (pow x 5)) (- (/ 1/2 x) (/ (/ 1/8 x) (* x x)))))
24.0ms
(- (/ -1/16 (pow x 5)) (- (/ 1/2 x) (/ (/ 1/8 x) (* x x))))
23.0ms
(/ (/ 1/8 x) (* x x))
20.0ms
(/ -1/16 (pow x 5))

simplify5.0s

Counts
54 → 89
Calls

54 calls. Slowest were:

632.0ms
(/ (* (* (/ 1/8 x) (/ 1/8 x)) (/ 1/8 x)) (* (* (* x x) (* x x)) (* x x)))
423.0ms
(- (+ (log (/ 1 x)) (+ (* 3/32 (/ 1 (pow x 4))) (log -1/2))) (* 1/4 (/ 1 (pow x 2))))
385.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))

prune881.0ms

Pruning

5 alts after pruning (2 fresh and 3 done)

Merged error: 0.0b

regimes126.0ms

Accuracy

99.4% (0.2b remaining)

Error of 0.2b against oracle of 0.0b and baseline of 31.1b

bsearch153.0ms

end0.0ms

sample4.7s

Algorithm
intervals