Average Error: 52.5 → 0.1
Time: 13.3s
Precision: 64
Internal Precision: 128
\[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.0431269623985902:\\ \;\;\;\;\log \left(\frac{\frac{-1}{2}}{x} + \left(\frac{\frac{\frac{1}{8}}{x}}{x \cdot x} + \frac{\frac{-1}{16}}{{x}^{5}}\right)\right)\\ \mathbf{elif}\;x \le 0.006278827665799433:\\ \;\;\;\;\left({x}^{5} \cdot \frac{3}{40} - {x}^{3} \cdot \frac{1}{6}\right) + x\\ \mathbf{else}:\\ \;\;\;\;\log \left(\sqrt{\sqrt{1^2 + x^2}^* + x}\right) + \log \left(\sqrt{\sqrt{1^2 + x^2}^* + x}\right)\\ \end{array}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original52.5
Target44.6
Herbie0.1
\[\begin{array}{l} \mathbf{if}\;x \lt 0:\\ \;\;\;\;\log \left(\frac{-1}{x - \sqrt{x \cdot x + 1}}\right)\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + \sqrt{x \cdot x + 1}\right)\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if x < -1.0431269623985902

    1. Initial program 61.7

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Simplified60.9

      \[\leadsto \color{blue}{\log \left(x + \sqrt{1^2 + x^2}^*\right)}\]
    3. Taylor expanded around -inf 0.1

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

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

    if -1.0431269623985902 < x < 0.006278827665799433

    1. Initial program 58.8

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Simplified58.8

      \[\leadsto \color{blue}{\log \left(x + \sqrt{1^2 + x^2}^*\right)}\]
    3. Taylor expanded around 0 0.1

      \[\leadsto \color{blue}{\left(x + \frac{3}{40} \cdot {x}^{5}\right) - \frac{1}{6} \cdot {x}^{3}}\]
    4. Using strategy rm
    5. Applied associate--l+0.1

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

    if 0.006278827665799433 < x

    1. Initial program 31.1

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Simplified0.2

      \[\leadsto \color{blue}{\log \left(x + \sqrt{1^2 + x^2}^*\right)}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt0.2

      \[\leadsto \log \color{blue}{\left(\sqrt{x + \sqrt{1^2 + x^2}^*} \cdot \sqrt{x + \sqrt{1^2 + x^2}^*}\right)}\]
    5. Applied log-prod0.2

      \[\leadsto \color{blue}{\log \left(\sqrt{x + \sqrt{1^2 + x^2}^*}\right) + \log \left(\sqrt{x + \sqrt{1^2 + x^2}^*}\right)}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification0.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.0431269623985902:\\ \;\;\;\;\log \left(\frac{\frac{-1}{2}}{x} + \left(\frac{\frac{\frac{1}{8}}{x}}{x \cdot x} + \frac{\frac{-1}{16}}{{x}^{5}}\right)\right)\\ \mathbf{elif}\;x \le 0.006278827665799433:\\ \;\;\;\;\left({x}^{5} \cdot \frac{3}{40} - {x}^{3} \cdot \frac{1}{6}\right) + x\\ \mathbf{else}:\\ \;\;\;\;\log \left(\sqrt{\sqrt{1^2 + x^2}^* + x}\right) + \log \left(\sqrt{\sqrt{1^2 + x^2}^* + x}\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019004 +o rules:numerics
(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: 12.5s)Debug log

sample109.0ms

Algorithm
intervals

simplify4.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

4.0ms
(log (+ x (sqrt (+ (* x x) 1))))

prune8.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 43.6b

localize9.0ms

Local error

Found 3 expressions with local error:

2.0b
(log (+ x (hypot 1 x)))
0.9b
(+ x (hypot 1 x))
0.0b
(hypot 1 x)

rewrite2.0ms

Algorithm
rewrite-expression-head
Counts
3 → 38
Calls

3 calls. Slowest were:

1.0ms
(log (+ x (hypot 1 x)))
1.0ms
(+ x (hypot 1 x))
0.0ms
(hypot 1 x)

series223.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

149.0ms
(log (+ x (hypot 1 x)))
51.0ms
(+ x (hypot 1 x))
23.0ms
(hypot 1 x)

simplify1.8s

Counts
15 → 47
Calls

15 calls. Slowest were:

414.0ms
(- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4)))))
230.0ms
(- (* 1/8 (/ 1 (pow x 3))) (+ (* 1/16 (/ 1 (pow x 5))) (* 1/2 (/ 1 x))))
211.0ms
(- (+ (* 2 x) (* 1/2 (/ 1 x))) (* 1/8 (/ 1 (pow x 3))))

prune401.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize16.0ms

Local error

Found 3 expressions with local error:

21.5b
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
0.3b
(* 1/6 (pow x 3))
0.1b
(* 3/40 (pow x 5))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
3 → 49
Calls

3 calls. Slowest were:

5.0ms
(- (+ 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))

series86.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

38.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
26.0ms
(* 1/6 (pow x 3))
22.0ms
(* 3/40 (pow x 5))

simplify1.0s

Counts
25 → 58
Calls

25 calls. Slowest were:

170.0ms
(/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3))))
147.0ms
(fma 1 (+ x (* 3/40 (pow x 5))) (- (* (pow x 3) 1/6)))
126.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

prune494.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize5.0ms

Local error

Found 3 expressions with local error:

21.5b
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
0.3b
(* 1/6 (pow x 3))
0.1b
(* 3/40 (pow x 5))

rewrite6.0ms

Algorithm
rewrite-expression-head
Counts
3 → 44
Calls

3 calls. Slowest were:

3.0ms
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
1.0ms
(* 3/40 (pow x 5))
1.0ms
(* 1/6 (pow x 3))

series118.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

78.0ms
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
24.0ms
(* 3/40 (pow x 5))
16.0ms
(* 1/6 (pow x 3))

simplify284.0ms

Counts
19 → 53
Calls

19 calls. Slowest were:

63.0ms
(/ (exp (* 3/40 (pow x 5))) (exp (* 1/6 (pow x 3))))
54.0ms
(- (* 3/40 (pow x 5)) (* 1/6 (pow x 3)))
46.0ms
(fma 3/40 (pow x 5) (- (* (pow x 3) 1/6)))

prune441.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.0b

localize8.0ms

Local error

Found 4 expressions with local error:

2.1b
(log (sqrt (+ x (hypot 1 x))))
2.1b
(log (sqrt (+ x (hypot 1 x))))
0.9b
(+ x (hypot 1 x))
0.9b
(+ x (hypot 1 x))

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
4 → 64
Calls

4 calls. Slowest were:

1.0ms
(log (sqrt (+ x (hypot 1 x))))
1.0ms
(log (sqrt (+ x (hypot 1 x))))
1.0ms
(+ x (hypot 1 x))

series272.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

94.0ms
(log (sqrt (+ x (hypot 1 x))))
88.0ms
(log (sqrt (+ x (hypot 1 x))))
47.0ms
(+ x (hypot 1 x))
43.0ms
(+ x (hypot 1 x))

simplify1.5s

Counts
30 → 76
Calls

30 calls. Slowest were:

256.0ms
(- (* 1/8 (/ 1 (pow x 3))) (+ (* 1/16 (/ 1 (pow x 5))) (* 1/2 (/ 1 x))))
227.0ms
(- (* 1/8 (/ 1 (pow x 3))) (+ (* 1/16 (/ 1 (pow x 5))) (* 1/2 (/ 1 x))))
182.0ms
(- (+ (* 2 x) (* 1/2 (/ 1 x))) (* 1/8 (/ 1 (pow x 3))))

prune670.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.0b

regimes79.0ms

Accuracy

99.8% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 31.3b

bsearch144.0ms

end0.0ms

sample4.8s

Algorithm
intervals