



Bits error versus a




Bits error versus x
Results
| Original | 29.2 |
|---|---|
| Target | 0.1 |
| Herbie | 0.2 |
if (* a x) < -0.0016894500806073423Initial program 0.0
Initial simplification0.0
rmApplied add-log-exp0.0
rmApplied add-cube-cbrt0.0
if -0.0016894500806073423 < (* a x) Initial program 44.3
Initial simplification44.3
Taylor expanded around 0 13.7
Simplified0.3
Final simplification0.2
herbie shell --seed 2018362
(FPCore (a x)
:name "expax (section 3.5)"
:herbie-target
(if (< (fabs (* a x)) 1/10) (* (* a x) (+ 1 (+ (/ (* a x) 2) (/ (pow (* a x) 2) 6)))) (- (exp (* a x)) 1))
(- (exp (* a x)) 1))
Time bar (total: 10.4s)Debug log
1 alts after pruning (1 fresh and 0 done)
Merged error: 31.6b
Found 2 expressions with local error:
| 2.8b | (- (exp (* a x)) 1) |
| 0.0b | (exp (* a x)) |
2 calls. Slowest were:
| 4.0ms | (- (exp (* a x)) 1) |
| 1.0ms | (exp (* a x)) |
2 calls. Slowest were:
| 31.0ms | (- (exp (* a x)) 1) |
| 16.0ms | (exp (* a x)) |
9 calls. Slowest were:
| 350.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 82.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
| 5.0ms | (- (exp (* a x)) 1) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.4b | (* x 1/6) |
| 0.2b | (* (* a x) (* a x)) |
| 0.2b | (* a (* x 1/6)) |
| 0.0b | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
4 calls. Slowest were:
| 13.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 6.0ms | (* (* a x) (* a x)) |
| 2.0ms | (* a (* x 1/6)) |
4 calls. Slowest were:
| 52.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 21.0ms | (* (* a x) (* a x)) |
| 13.0ms | (* a (* x 1/6)) |
| 10.0ms | (* x 1/6) |
32 calls. Slowest were:
| 632.0ms | (* (* (* (* a x) (* a x)) (* a x)) (* (* (* a x) (* a x)) (* a x))) |
| 321.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (* 1/6 (* (pow a 3) (pow x 3)))) |
| 313.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
3 alts after pruning (2 fresh and 1 done)
Merged error: 0.0b
Found 3 expressions with local error:
| 2.8b | (log (exp (- (exp (* a x)) 1))) |
| 2.8b | (- (exp (* a x)) 1) |
| 0.0b | (exp (* a x)) |
3 calls. Slowest were:
| 8.0ms | (log (exp (- (exp (* a x)) 1))) |
| 4.0ms | (- (exp (* a x)) 1) |
| 1.0ms | (exp (* a x)) |
3 calls. Slowest were:
| 41.0ms | (- (exp (* a x)) 1) |
| 38.0ms | (log (exp (- (exp (* a x)) 1))) |
| 11.0ms | (exp (* a x)) |
23 calls. Slowest were:
| 436.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 376.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 106.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
3 alts after pruning (2 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 2.8b | (log (exp (- (exp (* a x)) 1))) |
| 2.8b | (log (exp (- (exp (* a x)) 1))) |
| 2.8b | (log (exp (- (exp (* a x)) 1))) |
| 2.8b | (- (exp (* a x)) 1) |
4 calls. Slowest were:
| 19.0ms | (log (exp (- (exp (* a x)) 1))) |
| 8.0ms | (- (exp (* a x)) 1) |
| 8.0ms | (log (exp (- (exp (* a x)) 1))) |
4 calls. Slowest were:
| 42.0ms | (log (exp (- (exp (* a x)) 1))) |
| 38.0ms | (- (exp (* a x)) 1) |
| 37.0ms | (log (exp (- (exp (* a x)) 1))) |
| 24.0ms | (log (exp (- (exp (* a x)) 1))) |
46 calls. Slowest were:
| 418.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 418.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 394.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
3 alts after pruning (1 fresh and 2 done)
Merged error: 0.0b
99.5% (0.1b remaining)
Error of 0.2b against oracle of 0.1b and baseline of 21.0b