



Bits error versus x
Results
| Original | 39.1 |
|---|---|
| Target | 0.2 |
| Herbie | 0.2 |
if x < 0.00014110950786400104Initial program 58.9
Taylor expanded around 0 0.2
Simplified0.2
if 0.00014110950786400104 < x Initial program 0.1
rmApplied add-sqr-sqrt0.1
Applied log-prod0.1
rmApplied add-sqr-sqrt0.1
Applied log-prod0.1
rmApplied pow1/20.1
Applied log-pow0.1
Final simplification0.2
herbie shell --seed 2019004
(FPCore (x)
:name "ln(1 + x)"
:herbie-target
(if (== (+ 1 x) 1) x (/ (* x (log (+ 1 x))) (- (+ 1 x) 1)))
(log (+ 1 x)))
Time bar (total: 10.6s)Debug log
1 calls. Slowest were:
| 4.0ms | (log (+ 1 x)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 35.2b
Found 1 expressions with local error:
| 2.8b | (log (+ 1 x)) |
1 calls. Slowest were:
| 1.0ms | (log (+ 1 x)) |
1 calls. Slowest were:
| 36.0ms | (log (+ 1 x)) |
9 calls. Slowest were:
| 246.0ms | (- (+ (/ 1 x) (log -1)) (+ (log (/ -1 x)) (* 1/2 (/ 1 (pow x 2))))) |
| 122.0ms | (- (/ 1 x) (+ (log (/ 1 x)) (* 1/2 (/ 1 (pow x 2))))) |
| 106.0ms | (- (+ x (* 1/3 (pow x 3))) (* 1/2 (pow x 2))) |
5 alts after pruning (5 fresh and 0 done)
Merged error: 0.1b
Found 2 expressions with local error:
| 0.4b | (* x 1/3) |
| 0.1b | (* (- (* x 1/3) 1/2) (* x x)) |
2 calls. Slowest were:
| 9.0ms | (* (- (* x 1/3) 1/2) (* x x)) |
| 0.0ms | (* x 1/3) |
2 calls. Slowest were:
| 29.0ms | (* (- (* x 1/3) 1/2) (* x x)) |
| 7.0ms | (* x 1/3) |
13 calls. Slowest were:
| 492.0ms | (* (- (pow (* x 1/3) 3) (pow 1/2 3)) (* x x)) |
| 468.0ms | (* (- (* (* x 1/3) (* x 1/3)) (* 1/2 1/2)) (* x x)) |
| 396.0ms | (* (* (* (- (* x 1/3) 1/2) (- (* x 1/3) 1/2)) (- (* x 1/3) 1/2)) (* (* (* x x) (* x x)) (* x x))) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 2.8b | (log (sqrt (+ 1 x))) |
| 2.8b | (log (sqrt (+ 1 x))) |
| 0.0b | (sqrt (+ 1 x)) |
| 0.0b | (sqrt (+ 1 x)) |
4 calls. Slowest were:
| 1.0ms | (log (sqrt (+ 1 x))) |
| 1.0ms | (log (sqrt (+ 1 x))) |
| 1.0ms | (sqrt (+ 1 x)) |
4 calls. Slowest were:
| 34.0ms | (log (sqrt (+ 1 x))) |
| 28.0ms | (log (sqrt (+ 1 x))) |
| 14.0ms | (sqrt (+ 1 x)) |
| 11.0ms | (sqrt (+ 1 x)) |
42 calls. Slowest were:
| 132.0ms | (- (+ (* 1/2 x) (* 1/6 (pow x 3))) (* 1/4 (pow x 2))) |
| 100.0ms | (- (+ (* 1/2 x) (* 1/6 (pow x 3))) (* 1/4 (pow x 2))) |
| 73.0ms | (- (+ (* 1/2 x) 1) (* 1/8 (pow x 2))) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 2.9b | (log (sqrt (sqrt (+ 1 x)))) |
| 2.9b | (log (sqrt (sqrt (+ 1 x)))) |
| 2.8b | (log (sqrt (+ 1 x))) |
| 0.1b | (sqrt (sqrt (+ 1 x))) |
4 calls. Slowest were:
| 2.0ms | (log (sqrt (sqrt (+ 1 x)))) |
| 2.0ms | (log (sqrt (sqrt (+ 1 x)))) |
| 1.0ms | (log (sqrt (+ 1 x))) |
4 calls. Slowest were:
| 61.0ms | (log (sqrt (sqrt (+ 1 x)))) |
| 56.0ms | (log (sqrt (sqrt (+ 1 x)))) |
| 44.0ms | (sqrt (sqrt (+ 1 x))) |
| 41.0ms | (log (sqrt (+ 1 x))) |
55 calls. Slowest were:
| 203.0ms | (- (+ (* 1/4 (/ 1 x)) (* 1/4 (log -1))) (+ (* 1/4 (log (/ -1 x))) (* 1/8 (/ 1 (pow x 2))))) |
| 196.0ms | (- (+ (* 1/4 (/ (exp (* 1/4 (- (log -1) (log (/ -1 x))))) x)) (exp (* 1/4 (- (log -1) (log (/ -1 x)))))) (* 3/32 (/ (exp (* 1/4 (- (log -1) (log (/ -1 x))))) (pow x 2)))) |
| 194.0ms | (- (+ (* 1/4 (/ 1 x)) (* 1/4 (log -1))) (+ (* 1/4 (log (/ -1 x))) (* 1/8 (/ 1 (pow x 2))))) |
5 alts after pruning (3 fresh and 2 done)
Merged error: 0.1b
99.5% (0.1b remaining)
Error of 0.2b against oracle of 0.1b and baseline of 20.7b