Average Error: 52.7 → 0.1
Time: 19.2s
Precision: 64
Internal Precision: 128
\[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.0523035624951123:\\ \;\;\;\;\log \left(\frac{\frac{-1}{2}}{x} + \left(\frac{\frac{\frac{1}{8}}{x}}{x \cdot x} + \frac{\frac{-1}{16}}{{x}^{5}}\right)\right)\\ \mathbf{elif}\;x \le 0.009179225592393325:\\ \;\;\;\;\left(x + {x}^{5} \cdot \frac{3}{40}\right) - {x}^{3} \cdot \frac{1}{6}\\ \mathbf{else}:\\ \;\;\;\;\log \left(\sqrt{\sqrt{1^2 + x^2}^*} \cdot \sqrt{\sqrt{1^2 + x^2}^*} + x\right)\\ \end{array}\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original52.7
Target45.3
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 < -1.0523035624951123

    1. Initial program 61.9

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Initial simplification61.1

      \[\leadsto \log \left(x + \sqrt{1^2 + x^2}^*\right)\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt61.6

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

      \[\leadsto \log \color{blue}{\left(\frac{1}{8} \cdot \frac{1}{{x}^{3}} - \left(\frac{1}{16} \cdot \frac{1}{{x}^{5}} + \frac{1}{2} \cdot \frac{1}{x}\right)\right)}\]
    6. 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 -1.0523035624951123 < x < 0.009179225592393325

    1. Initial program 58.6

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Initial simplification58.6

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

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

    if 0.009179225592393325 < x

    1. Initial program 31.7

      \[\log \left(x + \sqrt{x \cdot x + 1}\right)\]
    2. Initial simplification0.0

      \[\leadsto \log \left(x + \sqrt{1^2 + x^2}^*\right)\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt0.0

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.0523035624951123:\\ \;\;\;\;\log \left(\frac{\frac{-1}{2}}{x} + \left(\frac{\frac{\frac{1}{8}}{x}}{x \cdot x} + \frac{\frac{-1}{16}}{{x}^{5}}\right)\right)\\ \mathbf{elif}\;x \le 0.009179225592393325:\\ \;\;\;\;\left(x + {x}^{5} \cdot \frac{3}{40}\right) - {x}^{3} \cdot \frac{1}{6}\\ \mathbf{else}:\\ \;\;\;\;\log \left(\sqrt{\sqrt{1^2 + x^2}^*} \cdot \sqrt{\sqrt{1^2 + x^2}^*} + x\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2018360 +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: 13.2s)Debug log

start187.0ms

Algorithm
intervals

setup26.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 45.0b

localize18.0ms

Local error

Found 3 expressions with local error:

2.7b
(log (+ x (hypot 1 x)))
0.7b
(+ x (hypot 1 x))
0.0b
(hypot 1 x)

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
3 → 38
Calls

3 calls. Slowest were:

2.0ms
(log (+ x (hypot 1 x)))
1.0ms
(+ x (hypot 1 x))
0.0ms
(hypot 1 x)

series244.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

175.0ms
(log (+ x (hypot 1 x)))
35.0ms
(+ x (hypot 1 x))
34.0ms
(hypot 1 x)

simplify1.8s

Counts
15 → 47
Calls

15 calls. Slowest were:

449.0ms
(- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4)))))
409.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))
211.0ms
(- (* 1/8 (/ 1 (pow x 3))) (+ (* 1/16 (/ 1 (pow x 5))) (* 1/2 (/ 1 x))))

prune462.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.0b

localize23.0ms

Local error

Found 3 expressions with local error:

18.2b
(- (+ 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))

rewrite10.0ms

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

series73.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

33.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))
21.0ms
(* 3/40 (pow x 5))
19.0ms
(* 1/6 (pow x 3))

simplify934.0ms

Counts
25 → 58
Calls

25 calls. Slowest were:

151.0ms
(fma 1 (+ x (* 3/40 (pow x 5))) (- (* (pow x 3) 1/6)))
143.0ms
(/ (exp (+ x (* 3/40 (pow x 5)))) (exp (* 1/6 (pow x 3))))
120.0ms
(- (+ x (* 3/40 (pow x 5))) (* 1/6 (pow x 3)))

prune742.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.0b

localize18.0ms

Local error

Found 4 expressions with local error:

2.7b
(log (+ x (hypot 1 x)))
2.7b
(log (+ x (hypot 1 x)))
2.7b
(log (+ x (hypot 1 x)))
0.7b
(+ x (hypot 1 x))

rewrite8.0ms

Algorithm
rewrite-expression-head
Counts
4 → 60
Calls

4 calls. Slowest were:

2.0ms
(log (+ x (hypot 1 x)))
2.0ms
(log (+ x (hypot 1 x)))
2.0ms
(log (+ x (hypot 1 x)))

series401.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

137.0ms
(log (+ x (hypot 1 x)))
119.0ms
(log (+ x (hypot 1 x)))
114.0ms
(log (+ x (hypot 1 x)))
30.0ms
(+ x (hypot 1 x))

simplify3.8s

Counts
30 → 72
Calls

30 calls. Slowest were:

492.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))
483.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))
478.0ms
(- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4)))))

prune860.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.0b

localize21.0ms

Local error

Found 4 expressions with local error:

7.3b
(+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))))
2.7b
(log (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))))
0.2b
(* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))
0.0b
(hypot 1 x)

rewrite15.0ms

Algorithm
rewrite-expression-head
Counts
4 → 70
Calls

4 calls. Slowest were:

9.0ms
(* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))
3.0ms
(+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))))
1.0ms
(log (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))))

series240.0ms

Counts
4 → 12
Calls

4 calls. Slowest were:

116.0ms
(log (+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))))
53.0ms
(+ x (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))))
36.0ms
(* (sqrt (hypot 1 x)) (sqrt (hypot 1 x)))
35.0ms
(hypot 1 x)

simplify2.3s

Counts
39 → 82
Calls

39 calls. Slowest were:

410.0ms
(- (+ (log 2) (* 1/4 (/ 1 (pow x 2)))) (+ (log (/ 1 x)) (* 3/32 (/ 1 (pow x 4)))))
407.0ms
(- (+ (log (/ -1 x)) (+ (log 1/2) (* 3/32 (/ 1 (pow x 4))))) (* 1/4 (/ 1 (pow x 2))))
241.0ms
(log (- (* x x) (* (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))) (* (sqrt (hypot 1 x)) (sqrt (hypot 1 x))))))

prune787.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.0b

regimes52.0ms

Accuracy

99.7% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 30.7b

bsearch145.0ms