


Bits error versus N
Results
if N < 10502.73743544022Initial program 0.1
rmApplied diff-log0.1
rmApplied add-sqr-sqrt0.1
Applied log-prod0.1
rmApplied pow1/20.1
Applied log-pow0.1
if 10502.73743544022 < N Initial program 59.4
rmApplied diff-log59.2
Taylor expanded around -inf 0.0
Simplified0.0
Final simplification0.1
herbie shell --seed 1042149663
(FPCore (N)
:name "2log (problem 3.3.6)"
(- (log (+ N 1)) (log N)))
Time bar (total: 14.3s)Debug log
| 472× | (pre true 80) |
| 215× | (body nan 80) |
| 140× | (body real 80) |
| 52× | (body real 1280) |
| 33× | (body real 640) |
| 26× | (body real 320) |
| 6× | (body real 160) |
| 9.0ms | (- (log (+ N 1)) (log N)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 27.2b
Found 2 expressions with local error:
| 3.1b | (log (+ N 1)) |
| 2.2b | (- (log (+ N 1)) (log N)) |
| 7× | *-un-lft-identity |
| 6× | log-prod |
| 6× | add-sqr-sqrt |
| 4× | add-cube-cbrt |
| 4× | log-div |
| 4× | pow1 |
| 3× | add-exp-log |
| 3× | associate--l+ |
| 2× | add-log-exp |
| 2× | distribute-lft-out-- |
| 2× | flip-+ |
| 2× | log-pow |
| 2× | add-cbrt-cube |
| 2× | flip3-+ |
| 2× | associate--l- |
| 1× | difference-of-squares |
| 1× | flip-- |
| 1× | rem-log-exp |
| 1× | diff-log |
| 1× | flip3-- |
| 1× | sub-neg |
| 11.0ms | (- (log (+ N 1)) (log N)) |
| 2.0ms | (log (+ N 1)) |
| 106.0ms | (- (log (+ N 1)) (log N)) |
| 62.0ms | (log (+ N 1)) |
| 380.0ms | (- (+ (/ 1 N) (log -1)) (+ (* 1/2 (/ 1 (pow N 2))) (log (/ -1 N)))) |
| 230.0ms | (- (/ 1 N) (+ (* 1/2 (/ 1 (pow N 2))) (log (/ 1 N)))) |
| 187.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 184.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 168.0ms | (- (+ N (* 1/3 (pow N 3))) (* 1/2 (pow N 2))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0.1b
Found 2 expressions with local error:
| 2.1b | (log (/ (+ N 1) N)) |
| 0.0b | (/ (+ N 1) N) |
| 4× | add-cube-cbrt |
| 4× | *-un-lft-identity |
| 4× | log-prod |
| 4× | add-sqr-sqrt |
| 3× | associate-/l* |
| 3× | add-exp-log |
| 3× | pow1 |
| 2× | associate-/l/ |
| 2× | add-log-exp |
| 2× | div-inv |
| 2× | add-cbrt-cube |
| 1× | flip-+ |
| 1× | log-pow |
| 1× | rem-log-exp |
| 1× | flip3-+ |
| 1× | frac-2neg |
| 1× | clear-num |
| 1× | log-div |
| 5.0ms | (/ (+ N 1) N) |
| 2.0ms | (log (/ (+ N 1) N)) |
| 66.0ms | (log (/ (+ N 1) N)) |
| 40.0ms | (/ (+ N 1) N) |
| 199.0ms | (- (+ (* 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)))) |
| 95.0ms | (- N (+ (log N) (* 1/2 (pow N 2)))) |
| 17.0ms | (- (* N N) (* 1 1)) |
| 7.0ms | (+ (pow N 3) (pow 1 3)) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 2.1b | (log (sqrt (/ (+ N 1) N))) |
| 2.1b | (log (sqrt (/ (+ N 1) N))) |
| 0.1b | (sqrt (/ (+ N 1) N)) |
| 0.1b | (sqrt (/ (+ N 1) N)) |
| 16× | sqrt-prod |
| 14× | log-prod |
| 12× | add-sqr-sqrt |
| 10× | add-cube-cbrt |
| 10× | *-un-lft-identity |
| 6× | add-exp-log |
| 6× | pow1 |
| 4× | add-log-exp |
| 4× | div-inv |
| 4× | log-pow |
| 4× | sqrt-div |
| 4× | pow1/2 |
| 4× | add-cbrt-cube |
| 2× | rem-log-exp |
| 2× | log-div |
| 2× | rem-sqrt-square |
| 3.0ms | (log (sqrt (/ (+ N 1) N))) |
| 3.0ms | (log (sqrt (/ (+ N 1) N))) |
| 2.0ms | (sqrt (/ (+ N 1) N)) |
| 2.0ms | (sqrt (/ (+ N 1) N)) |
| 87.0ms | (log (sqrt (/ (+ N 1) N))) |
| 86.0ms | (log (sqrt (/ (+ N 1) N))) |
| 39.0ms | (sqrt (/ (+ N 1) N)) |
| 37.0ms | (sqrt (/ (+ N 1) N)) |
| 217.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 215.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 213.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 207.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 139.0ms | (- (+ (* 1/2 (/ 1 N)) 1) (* 1/8 (/ 1 (pow N 2)))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 2.1b | (log (sqrt (/ (+ N 1) N))) |
| 2.1b | (log (/ (+ N 1) N)) |
| 0.1b | (sqrt (/ (+ N 1) N)) |
| 0.0b | (/ (+ N 1) N) |
| 11× | log-prod |
| 10× | add-sqr-sqrt |
| 9× | add-cube-cbrt |
| 9× | *-un-lft-identity |
| 8× | sqrt-prod |
| 6× | add-exp-log |
| 6× | pow1 |
| 4× | add-log-exp |
| 4× | div-inv |
| 4× | add-cbrt-cube |
| 3× | associate-/l* |
| 3× | log-pow |
| 2× | associate-/l/ |
| 2× | rem-log-exp |
| 2× | sqrt-div |
| 2× | pow1/2 |
| 2× | log-div |
| 1× | flip-+ |
| 1× | flip3-+ |
| 1× | frac-2neg |
| 1× | clear-num |
| 1× | rem-sqrt-square |
| 5.0ms | (/ (+ N 1) N) |
| 2.0ms | (log (sqrt (/ (+ N 1) N))) |
| 2.0ms | (log (/ (+ N 1) N)) |
| 2.0ms | (sqrt (/ (+ N 1) N)) |
| 80.0ms | (log (sqrt (/ (+ N 1) N))) |
| 69.0ms | (log (/ (+ N 1) N)) |
| 39.0ms | (/ (+ N 1) N) |
| 31.0ms | (sqrt (/ (+ N 1) N)) |
| 214.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 208.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 189.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 183.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 141.0ms | (- (+ (* 1/2 (/ 1 N)) 1) (* 1/8 (/ 1 (pow N 2)))) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0.1b
100% (0.0b remaining)
Error of 0.1b against oracle of 0.1b and baseline of 29.6b
| 16095× | (pre true 80) |
| 8094× | (body nan 80) |
| 4034× | (body real 80) |
| 1748× | (body real 1280) |
| 1291× | (body real 640) |
| 638× | (body real 320) |
| 290× | (body real 160) |