Average Error: 0.3 → 0.0
Time: 6.3s
Precision: 64
Internal Precision: 128
\[\log x - \log \left(\log x\right)\]
\[\log \left(\frac{x}{\log x}\right)\]

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Initial program 0.3

    \[\log x - \log \left(\log x\right)\]
  2. Using strategy rm
  3. Applied diff-log0.0

    \[\leadsto \color{blue}{\log \left(\frac{x}{\log x}\right)}\]
  4. Final simplification0.0

    \[\leadsto \log \left(\frac{x}{\log x}\right)\]

Reproduce

herbie shell --seed 2019010 
(FPCore (x)
  :name "Jmat.Real.lambertw, estimator"
  (- (log x) (log (log x))))

Details

Time bar (total: 5.7s)Debug log

sample77.0ms

Algorithm
intervals

simplify5.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
5.0ms
(- (log x) (log (log x)))

prune21.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.3b

localize10.0ms

Local error

Found 2 expressions with local error:

0.3b
(- (log x) (log (log x)))
0.0b
(log (log x))

rewrite5.0ms

Algorithm
rewrite-expression-head
Rules
*-un-lft-identity
log-prod
add-sqr-sqrt
add-cube-cbrt
pow1
associate--r+
add-exp-log
add-log-exp
distribute-lft-out--
log-pow
add-cbrt-cube
difference-of-squares
flip--
rem-log-exp
diff-log
flip3--
sub-neg
Counts
2 → 30
Calls
2 calls:
Slowest
4.0ms
(- (log x) (log (log x)))
1.0ms
(log (log x))

series693.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
417.0ms
(- (log x) (log (log x)))
276.0ms
(log (log x))

simplify348.0ms

Counts
18 → 36
Calls
18 calls:
Slowest
232.0ms
(- (log -1) (+ (log (- (log -1) (log (/ -1 x)))) (log (/ -1 x))))
43.0ms
(log (- (log -1) (log (/ -1 x))))
28.0ms
(- (+ (log (/ 1 x)) (log (- (log (/ 1 x))))))
6.0ms
(- (sqrt (log x)) (sqrt (log (log x))))
5.0ms
(- (log x) (log (log x)))

prune325.0ms

Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0b

localize15.0ms

Local error

Found 2 expressions with local error:

0.3b
(/ x (log x))
0.0b
(log (/ x (log x)))

rewrite3.0ms

Algorithm
rewrite-expression-head
Rules
add-cube-cbrt
*-un-lft-identity
log-prod
add-sqr-sqrt
add-exp-log
associate-/r*
pow1
add-log-exp
div-inv
add-cbrt-cube
log-pow
rem-log-exp
frac-2neg
clear-num
log-div
Counts
2 → 27
Calls
2 calls:
Slowest
1.0ms
(log (/ x (log x)))
1.0ms
(/ x (log x))

series554.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
318.0ms
(log (/ x (log x)))
236.0ms
(/ x (log x))

simplify857.0ms

Counts
15 → 33
Calls
15 calls:
Slowest
648.0ms
(- (log (/ -1 (- (log -1) (log (/ -1 x))))) (log (/ -1 x)))
68.0ms
(- (log (/ -1 (log (/ 1 x)))) (log (/ 1 x)))
46.0ms
(* -1 (/ x (log (/ 1 x))))
44.0ms
(/ x (- (log -1) (log (/ -1 x))))
32.0ms
(+ (log (/ 1 (log x))) (log x))

prune261.0ms

Pruning

2 alts after pruning (0 fresh and 2 done)

Merged error: 0b

regimes91.0ms

Accuracy

0% (0.0b remaining)

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

bsearch1.0ms

end0.0ms

sample2.5s

Algorithm
intervals