


Bits error versus N
if N < 7873.256484335812Initial 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 7873.256484335812 < N Initial program 59.5
Taylor expanded around -inf 0.0
Simplified0.0
Final simplification0.1
herbie shell --seed 2019022 +o rules:numerics
(FPCore (N)
:name "2log (problem 3.3.6)"
(- (log (+ N 1)) (log N)))
Time bar (total: 9.8s)Debug log
| 20.0ms | 51× | body | 1280 | valid |
| 12.0ms | 270× | body | 80 | nan |
| 11.0ms | 43× | body | 640 | valid |
| 9.0ms | 126× | body | 80 | valid |
| 4.0ms | 22× | body | 320 | valid |
| 2.0ms | 14× | body | 160 | valid |
| 4.0ms | (- (log (+ N 1)) (log N)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 30.2b
Found 2 expressions with local error:
| 3.9b | (- (log (+ N 1)) (log N)) |
| 2.6b | (log (+ N 1)) |
| 15× | *-un-lft-identity |
| 14× | add-sqr-sqrt |
| 12× | add-cube-cbrt |
| 12× | prod-diff |
| 8× | pow1 |
| 6× | log-pow |
| 6× | log-prod |
| 4× | fma-neg |
| 4× | log-div |
| 3× | add-exp-log |
| 3× | associate--l+ |
| 2× | add-log-exp |
| 2× | distribute-lft-out-- |
| 2× | log1p-expm1-u |
| 2× | flip-+ |
| 2× | add-cbrt-cube |
| 2× | flip3-+ |
| 2× | expm1-log1p-u |
| 2× | associate--l- |
| 1× | difference-of-squares |
| 1× | flip-- |
| 1× | rem-log-exp |
| 1× | diff-log |
| 1× | flip3-- |
| 1× | sub-neg |
| 20.0ms | (- (log (+ N 1)) (log N)) |
| 1.0ms | (log (+ N 1)) |
| 63.0ms | (- (log (+ N 1)) (log N)) |
| 25.0ms | (log (+ N 1)) |
| 319.0ms | (- (+ N (* 1/3 (pow N 3))) (* 1/2 (pow N 2))) |
| 314.0ms | (- (+ (/ 1 N) (log -1)) (+ (* 1/2 (/ 1 (pow N 2))) (log (/ -1 N)))) |
| 233.0ms | (- (/ 1 N) (+ (* 1/2 (/ 1 (pow N 2))) (log (/ 1 N)))) |
| 175.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 167.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0.1b
Found 3 expressions with local error:
| 0.5b | (/ 1 (* N N)) |
| 0.4b | (/ 1/3 N) |
| 0.1b | (fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N)) |
| 4× | add-exp-log |
| 4× | pow1 |
| 3× | add-log-exp |
| 3× | log1p-expm1-u |
| 3× | add-cube-cbrt |
| 3× | add-cbrt-cube |
| 3× | *-un-lft-identity |
| 3× | expm1-log1p-u |
| 3× | add-sqr-sqrt |
| 2× | pow-flip |
| 2× | div-inv |
| 2× | frac-2neg |
| 2× | clear-num |
| 1× | inv-pow |
| 1× | fma-udef |
| 1× | associate-/r* |
| 1× | rec-exp |
| 1× | pow2 |
| 2.0ms | (/ 1 (* N N)) |
| 0.0ms | (/ 1/3 N) |
| 0.0ms | (fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N)) |
| 18.0ms | (fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N)) |
| 16.0ms | (/ 1 (* N N)) |
| 12.0ms | (/ 1/3 N) |
| 194.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 152.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 137.0ms | (- (+ (/ 1 N) (* 1/3 (/ 1 (pow N 3)))) (* 1/2 (/ 1 (pow N 2)))) |
| 8.0ms | (/ 1 (pow N 2)) |
| 7.0ms | (/ 1 (pow N 2)) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0.1b
Found 2 expressions with local error:
| 3.9b | (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× | log1p-expm1-u |
| 2× | add-cbrt-cube |
| 2× | expm1-log1p-u |
| 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)) |
| 52.0ms | (log (/ (+ N 1) N)) |
| 27.0ms | (/ (+ N 1) N) |
| 207.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 144.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 72.0ms | (- N (+ (log N) (* 1/2 (pow N 2)))) |
| 8.0ms | (- (* N N) (* 1 1)) |
| 4.0ms | (+ (pow N 3) (pow 1 3)) |
5 alts after pruning (3 fresh and 2 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 4.0b | (log (sqrt (/ (+ N 1) N))) |
| 4.0b | (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× | log1p-expm1-u |
| 4× | log-pow |
| 4× | sqrt-div |
| 4× | pow1/2 |
| 4× | add-cbrt-cube |
| 4× | expm1-log1p-u |
| 2× | rem-log-exp |
| 2× | log-div |
| 2× | rem-sqrt-square |
| 2.0ms | (log (sqrt (/ (+ N 1) N))) |
| 1.0ms | (log (sqrt (/ (+ N 1) N))) |
| 1.0ms | (sqrt (/ (+ N 1) N)) |
| 1.0ms | (sqrt (/ (+ N 1) N)) |
| 72.0ms | (log (sqrt (/ (+ N 1) N))) |
| 48.0ms | (log (sqrt (/ (+ N 1) N))) |
| 18.0ms | (sqrt (/ (+ N 1) N)) |
| 16.0ms | (sqrt (/ (+ N 1) N)) |
| 208.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 204.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 195.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 183.0ms | (- (+ (* 1/6 (/ 1 (pow N 3))) (* 1/2 (/ 1 N))) (* 1/4 (/ 1 (pow N 2)))) |
| 125.0ms | (- (+ (* 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 30.8b
| 1.4s | 1755× | body | 1280 | valid |
| 521.0ms | 8004× | body | 80 | nan |
| 450.0ms | 4059× | body | 80 | valid |
| 404.0ms | 1213× | body | 640 | valid |
| 188.0ms | 648× | body | 320 | valid |
| 48.0ms | 325× | body | 160 | valid |