


Bits error versus N
if N < 9043.685894874578Initial program 0.1
Simplified0.1
rmApplied log1p-udef0.1
Applied diff-log0.1
Taylor expanded around -inf 0.1
if 9043.685894874578 < N Initial program 59.5
Simplified59.5
Taylor expanded around -inf 0.0
Simplified0.0
Final simplification0.1
herbie shell --seed 2019010 +o rules:numerics
(FPCore (N)
:name "2log (problem 3.3.6)"
(- (log (+ N 1)) (log N)))
Time bar (total: 7.9s)Debug log
| 4.0ms | (- (log (+ N 1)) (log N)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 25.5b
Found 1 expressions with local error:
| 2.8b | (- (log1p N) (log N)) |
| 10× | *-un-lft-identity |
| 10× | add-sqr-sqrt |
| 9× | prod-diff |
| 8× | add-cube-cbrt |
| 3× | fma-neg |
| 2× | add-log-exp |
| 2× | diff-log |
| 1× | difference-of-squares |
| 1× | distribute-lft-out-- |
| 1× | flip-- |
| 1× | log1p-expm1-u |
| 1× | add-exp-log |
| 1× | add-cbrt-cube |
| 1× | flip3-- |
| 1× | sub-neg |
| 1× | log1p-udef |
| 1× | pow1 |
| 1× | expm1-log1p-u |
| 4.0ms | (- (log1p N) (log N)) |
| 92.0ms | (- (log1p N) (log N)) |
| 198.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 182.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 83.0ms | (- N (+ (log N) (* 1/2 (pow N 2)))) |
| 30.0ms | (fma (- (cbrt (log N))) (* (cbrt (log N)) (cbrt (log N))) (* (cbrt (log N)) (* (cbrt (log N)) (cbrt (log N))))) |
| 28.0ms | (fma (sqrt (log1p N)) (sqrt (log1p N)) (- (* (sqrt (log N)) (sqrt (log N))))) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0.0b
Found 2 expressions with local error:
| 3.3b | (log (/ (+ 1 N) N)) |
| 0.0b | (/ (+ 1 N) 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 |
| 2.0ms | (/ (+ 1 N) N) |
| 1.0ms | (log (/ (+ 1 N) N)) |
| 46.0ms | (log (/ (+ 1 N) N)) |
| 33.0ms | (/ (+ 1 N) N) |
| 219.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 145.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 111.0ms | (- N (+ (log N) (* 1/2 (pow N 2)))) |
| 6.0ms | (- (* 1 1) (* N N)) |
| 5.0ms | (+ (pow 1 3) (pow N 3)) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 0.0b
Found 1 expressions with local error:
| 3.3b | (log (+ (/ 1 N) 1)) |
| 3× | log-prod |
| 2× | add-cube-cbrt |
| 2× | add-exp-log |
| 2× | *-un-lft-identity |
| 2× | log-div |
| 2× | pow1 |
| 2× | add-sqr-sqrt |
| 1× | add-log-exp |
| 1× | log1p-expm1-u |
| 1× | flip-+ |
| 1× | log-pow |
| 1× | rem-log-exp |
| 1× | add-cbrt-cube |
| 1× | flip3-+ |
| 1× | expm1-log1p-u |
| 2.0ms | (log (+ (/ 1 N) 1)) |
| 26.0ms | (log (+ (/ 1 N) 1)) |
| 233.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 228.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 116.0ms | (- N (+ (log N) (* 1/2 (pow N 2)))) |
| 65.0ms | (log (- (* (/ 1 N) (/ 1 N)) (* 1 1))) |
| 57.0ms | (log (+ (pow (/ 1 N) 3) (pow 1 3))) |
2 alts after pruning (1 fresh and 1 done)
Merged error: 0.0b
Found 3 expressions with local error:
| 0.4b | (/ 1 (* N N)) |
| 0.3b | (/ 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 |
| 6.0ms | (/ 1 (* N N)) |
| 0.0ms | (/ 1/3 N) |
| 0.0ms | (fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N)) |
| 19.0ms | (fma (/ 1 (* N N)) (- (/ 1/3 N) 1/2) (/ 1 N)) |
| 13.0ms | (/ 1 (* N N)) |
| 12.0ms | (/ 1/3 N) |
| 212.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 192.0ms | (- (+ (* 1/3 (/ 1 (pow N 3))) (/ 1 N)) (* 1/2 (/ 1 (pow N 2)))) |
| 158.0ms | (- (+ (/ 1 N) (* 1/3 (/ 1 (pow N 3)))) (* 1/2 (/ 1 (pow N 2)))) |
| 7.0ms | (/ 1 (pow N 2)) |
| 7.0ms | (/ 1 (pow N 2)) |
3 alts after pruning (1 fresh and 2 done)
Merged error: 0.0b
100% (0.0b remaining)
Error of 0.1b against oracle of 0.0b and baseline of 29.5b