Average Error: 29.7 → 0.0
Time: 8.0s
Precision: 64
Internal Precision: 128
\[\log \left(N + 1\right) - \log N\]
\[\begin{array}{l} \mathbf{if}\;N \le 9545.063262707712:\\ \;\;\;\;\log \left(1 + \frac{1}{N}\right)\\ \mathbf{else}:\\ \;\;\;\;(\left(\frac{1}{N \cdot N}\right) \cdot \left(\frac{\frac{1}{3}}{N} - \frac{1}{2}\right) + \left(\frac{1}{N}\right))_*\\ \end{array}\]

Error

Bits error versus N

Derivation

  1. Split input into 2 regimes
  2. if N < 9545.063262707712

    1. Initial program 0.1

      \[\log \left(N + 1\right) - \log N\]
    2. Simplified0.1

      \[\leadsto \color{blue}{\log_* (1 + N) - \log N}\]
    3. Using strategy rm
    4. Applied log1p-udef0.1

      \[\leadsto \color{blue}{\log \left(1 + N\right)} - \log N\]
    5. Applied diff-log0.1

      \[\leadsto \color{blue}{\log \left(\frac{1 + N}{N}\right)}\]
    6. Taylor expanded around 0 0.1

      \[\leadsto \log \color{blue}{\left(\frac{1}{N} + 1\right)}\]

    if 9545.063262707712 < N

    1. Initial program 59.5

      \[\log \left(N + 1\right) - \log N\]
    2. Simplified59.5

      \[\leadsto \color{blue}{\log_* (1 + N) - \log N}\]
    3. Taylor expanded around -inf 0.0

      \[\leadsto \color{blue}{\left(\frac{1}{3} \cdot \frac{1}{{N}^{3}} + \frac{1}{N}\right) - \frac{1}{2} \cdot \frac{1}{{N}^{2}}}\]
    4. Simplified0.0

      \[\leadsto \color{blue}{(\left(\frac{1}{N \cdot N}\right) \cdot \left(\frac{\frac{1}{3}}{N} - \frac{1}{2}\right) + \left(\frac{1}{N}\right))_*}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;N \le 9545.063262707712:\\ \;\;\;\;\log \left(1 + \frac{1}{N}\right)\\ \mathbf{else}:\\ \;\;\;\;(\left(\frac{1}{N \cdot N}\right) \cdot \left(\frac{\frac{1}{3}}{N} - \frac{1}{2}\right) + \left(\frac{1}{N}\right))_*\\ \end{array}\]

Reproduce

herbie shell --seed 2019002 +o rules:numerics
(FPCore (N)
  :name "2log (problem 3.3.6)"
  (- (log (+ N 1)) (log N)))

Details

Time bar (total: 7.7s)Debug log

sample98.0ms

Algorithm
intervals

simplify9.0ms

Counts
1 → 1
Calls

1 calls. Slowest were:

9.0ms
(- (log (+ N 1)) (log N))

prune28.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 31.9b

localize10.0ms

Local error

Found 1 expressions with local error:

2.9b
(- (log1p N) (log N))

rewrite9.0ms

Algorithm
rewrite-expression-head
Counts
1 → 29
Calls

1 calls. Slowest were:

7.0ms
(- (log1p N) (log N))

series105.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

105.0ms
(- (log1p N) (log N))

simplify795.0ms

Counts
28 → 32
Calls

28 calls. Slowest were:

198.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
164.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
107.0ms
(- N (+ (log N) (* 1/2 (pow N 2))))

prune211.0ms

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.0b

localize35.0ms

Local error

Found 3 expressions with local error:

0.4b
(/ 1/3 N)
0.2b
(/ 1 (* N N))
0.1b
(fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N))

rewrite3.0ms

Algorithm
rewrite-expression-head
Counts
3 → 39
Calls

3 calls. Slowest were:

2.0ms
(/ 1 (* N N))
1.0ms
(/ 1/3 N)
0.0ms
(fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N))

series50.0ms

Counts
3 → 9
Calls

3 calls. Slowest were:

23.0ms
(fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N))
14.0ms
(/ 1 (* N N))
13.0ms
(/ 1/3 N)

simplify513.0ms

Counts
11 → 48
Calls

11 calls. Slowest were:

183.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
175.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
122.0ms
(- (+ (/ 1 N) (* 1/3 (/ 1 (pow N 3)))) (* 1/2 (/ 1 (pow N 2))))

prune351.0ms

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0.0b

localize8.0ms

Local error

Found 2 expressions with local error:

3.3b
(log (/ (+ 1 N) N))
0.0b
(/ (+ 1 N) N)

rewrite4.0ms

Algorithm
rewrite-expression-head
Counts
2 → 33
Calls

2 calls. Slowest were:

3.0ms
(/ (+ 1 N) N)
1.0ms
(log (/ (+ 1 N) N))

series55.0ms

Counts
2 → 6
Calls

2 calls. Slowest were:

36.0ms
(log (/ (+ 1 N) N))
19.0ms
(/ (+ 1 N) N)

simplify597.0ms

Counts
16 → 39
Calls

16 calls. Slowest were:

238.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
218.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
103.0ms
(- N (+ (log N) (* 1/2 (pow N 2))))

prune330.0ms

Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0.0b

localize10.0ms

Local error

Found 1 expressions with local error:

3.3b
(log (+ (/ 1 N) 1))

rewrite5.0ms

Algorithm
rewrite-expression-head
Counts
1 → 16
Calls

1 calls. Slowest were:

4.0ms
(log (+ (/ 1 N) 1))

series46.0ms

Counts
1 → 3
Calls

1 calls. Slowest were:

46.0ms
(log (+ (/ 1 N) 1))

simplify687.0ms

Counts
9 → 19
Calls

9 calls. Slowest were:

250.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
196.0ms
(- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2))))
112.0ms
(- N (+ (log N) (* 1/2 (pow N 2))))

prune132.0ms

Pruning

2 alts after pruning (0 fresh and 2 done)

Merged error: 0.0b

regimes34.0ms

Accuracy

100% (0.0b remaining)

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

bsearch81.0ms

end0.0ms

sample3.5s

Algorithm
intervals