Average Error: 53.1 → 0.2
Time: 16.6s
Precision: 64
Internal Precision: 128
\[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.064344331483051:\\ \;\;\;\;\log \left(\frac{\frac{-1}{16}}{{x}^{5}} - \left(\frac{\frac{1}{2}}{x} - \frac{\frac{\frac{1}{8}}{x}}{x \cdot x}\right)\right)\\ \mathbf{elif}\;x \le 0.9553108426415594:\\ \;\;\;\;\left(x + {x}^{5} \cdot \frac{3}{40}\right) - {x}^{3} \cdot \frac{1}{6}\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \left(\frac{\frac{\frac{-1}{8}}{x}}{x \cdot x} + \left(x + \frac{\frac{1}{2}}{x}\right)\right)\right)\\ \end{array}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original53.1
Target44.9
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 < -1.064344331483051

    1. Initial program 62.1

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Taylor expanded around -inf 0.1

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

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

    if -1.064344331483051 < x < 0.9553108426415594

    1. Initial program 58.5

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

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

    if 0.9553108426415594 < x

    1. Initial program 31.3

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.064344331483051:\\ \;\;\;\;\log \left(\frac{\frac{-1}{16}}{{x}^{5}} - \left(\frac{\frac{1}{2}}{x} - \frac{\frac{\frac{1}{8}}{x}}{x \cdot x}\right)\right)\\ \mathbf{elif}\;x \le 0.9553108426415594:\\ \;\;\;\;\left(x + {x}^{5} \cdot \frac{3}{40}\right) - {x}^{3} \cdot \frac{1}{6}\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \left(\frac{\frac{\frac{-1}{8}}{x}}{x \cdot x} + \left(x + \frac{\frac{1}{2}}{x}\right)\right)\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2018365 
(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: 10.5s)Debug log

start183.0ms

Algorithm
intervals

setup22.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 54.1b

localize53.0ms

Local error

Found 3 expressions with local error:

17.7b
(sqrt (+ (* x x) 1))
3.2b
(log (+ x (sqrt (+ (* x x) 1))))
0.5b
(+ 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)))

series159.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

102.0ms
(log (+ x (sqrt (+ (* x x) 1))))
38.0ms
(+ x (sqrt (+ (* x x) 1)))
18.0ms
(sqrt (+ (* x x) 1))

simplify1.7s

Counts
21 → 47
Calls

21 calls. Slowest were:

371.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))
267.0ms
(- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4)))))
159.0ms
(- (+ x (* 1/2 (/ 1 x))) (* 1/8 (/ 1 (pow x 3))))

prune555.0ms

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.0b

localize24.0ms

Local error

Found 3 expressions with local error:

22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
0.1b
(* 1/6 (pow x 3))
0.1b
(* 3/40 (pow x 5))

rewrite7.0ms

Algorithm
rewrite-expression-head
Counts
3 → 37
Calls

3 calls. Slowest were:

4.0ms
(- (+ 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))

series70.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

26.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
24.0ms
(* 1/6 (pow x 3))
20.0ms
(* 3/40 (pow x 5))

simplify422.0ms

Counts
17 → 46
Calls

17 calls. Slowest were:

113.0ms
(/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3))))
98.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
91.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

prune641.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.0b

localize21.0ms

Local error

Found 4 expressions with local error:

22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
13.6b
(cbrt (- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3))))

rewrite25.0ms

Algorithm
rewrite-expression-head
Counts
4 → 52
Calls

4 calls. Slowest were:

9.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
8.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
4.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

series205.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

118.0ms
(cbrt (- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3))))
34.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
29.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
24.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

simplify2.5s

Counts
20 → 64
Calls

20 calls. Slowest were:

481.0ms
(cbrt (- (pow (+ x (* 3/40 (pow x 5))) 3) (pow (* 1/6 (pow x 3)) 3)))
354.0ms
(cbrt (- (* (+ x (* 3/40 (pow x 5))) (+ x (* 3/40 (pow x 5)))) (* (* 1/6 (pow x 3)) (* 1/6 (pow x 3)))))
240.0ms
(- (+ (exp (* 1/3 (- (log -3/40) (* 5 (log (/ -1 x)))))) (* 2840/729 (/ (exp (* 1/3 (- (log -3/40) (* 5 (log (/ -1 x)))))) (pow x 4)))) (* 20/27 (/ (exp (* 1/3 (- (log -3/40) (* 5 (log (/ -1 x)))))) (pow x 2))))

prune912.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.0b

localize29.0ms

Local error

Found 4 expressions with local error:

22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
22.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

rewrite27.0ms

Algorithm
rewrite-expression-head
Counts
4 → 52
Calls

4 calls. Slowest were:

9.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
9.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
5.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

series125.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

38.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
36.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
27.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
24.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

simplify1.5s

Counts
16 → 64
Calls

16 calls. Slowest were:

174.0ms
(/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3))))
160.0ms
(/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3))))
137.0ms
(/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3))))

prune1.1s

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.0b

regimes81.0ms

Accuracy

100% (0.0b remaining)

Error of 0.2b against oracle of 0.2b and baseline of 30.7b

bsearch163.0ms