



Bits error versus a




Bits error versus x
Results
| Original | 29.1 |
|---|---|
| Target | 0.2 |
| Herbie | 0.5 |
if (* a x) < -0.02639742612245964Initial program 0.0
rmApplied add-log-exp0.0
if -0.02639742612245964 < (* a x) Initial program 43.8
Taylor expanded around 0 14.6
Simplified0.7
Final simplification0.5
herbie shell --seed 2019008
(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: 15.3s)Debug log
1 calls. Slowest were:
| 5.0ms | (- (exp (* a x)) 1) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 31.9b
Found 2 expressions with local error:
| 3.0b | (- (exp (* a x)) 1) |
| 0.1b | (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) |
| 20.0ms | (exp (* a x)) |
9 calls. Slowest were:
| 316.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 103.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
| 5.0ms | (- (exp (* a x)) 1) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.3b | (* x 1/6) |
| 0.3b | (* (* a x) (* a x)) |
| 0.2b | (* a (* x 1/6)) |
| 0.1b | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
4 calls. Slowest were:
| 19.0ms | (* (* (* 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:
| 51.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 18.0ms | (* a (* x 1/6)) |
| 17.0ms | (* (* a x) (* a x)) |
| 11.0ms | (* x 1/6) |
32 calls. Slowest were:
| 556.0ms | (* (* (* (* a x) (* a x)) (* a x)) (* (* (* a x) (* a x)) (* a x))) |
| 272.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
| 265.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
5 alts after pruning (3 fresh and 2 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 3.0b | (- (sqrt (exp (* a x))) 1) |
| 0.1b | (exp (* a x)) |
| 0.1b | (exp (* a x)) |
| 0.0b | (* (+ (sqrt (exp (* a x))) 1) (- (sqrt (exp (* a x))) 1)) |
4 calls. Slowest were:
| 40.0ms | (* (+ (sqrt (exp (* a x))) 1) (- (sqrt (exp (* a x))) 1)) |
| 16.0ms | (- (sqrt (exp (* a x))) 1) |
| 2.0ms | (exp (* a x)) |
4 calls. Slowest were:
| 104.0ms | (* (+ (sqrt (exp (* a x))) 1) (- (sqrt (exp (* a x))) 1)) |
| 34.0ms | (- (sqrt (exp (* a x))) 1) |
| 11.0ms | (exp (* a x)) |
| 11.0ms | (exp (* a x)) |
44 calls. Slowest were:
| 405.0ms | (* (+ (* (sqrt (exp (* a x))) (sqrt (exp (* a x)))) (- (* 1 1) (* (sqrt (exp (* a x))) 1))) (+ (* (sqrt (exp (* a x))) (sqrt (exp (* a x)))) (+ (* 1 1) (* (sqrt (exp (* a x))) 1)))) |
| 388.0ms | (+ (* 1/8 (* (pow a 2) (pow x 2))) (+ (* 1/2 (* a x)) (* 1/48 (* (pow a 3) (pow x 3))))) |
| 385.0ms | (* (- (sqrt (exp (* a x))) 1) (+ (sqrt (exp (* a x))) 1)) |
7 alts after pruning (5 fresh and 2 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 3.0b | (- (sqrt (exp (* a x))) 1) |
| 3.0b | (- (sqrt (exp (* a x))) 1) |
| 3.0b | (- (sqrt (exp (* a x))) 1) |
| 0.1b | (exp (* a x)) |
4 calls. Slowest were:
| 7.0ms | (- (sqrt (exp (* a x))) 1) |
| 6.0ms | (- (sqrt (exp (* a x))) 1) |
| 6.0ms | (- (sqrt (exp (* a x))) 1) |
4 calls. Slowest were:
| 47.0ms | (- (sqrt (exp (* a x))) 1) |
| 44.0ms | (- (sqrt (exp (* a x))) 1) |
| 33.0ms | (- (sqrt (exp (* a x))) 1) |
| 11.0ms | (exp (* a x)) |
20 calls. Slowest were:
| 327.0ms | (+ (* 1/8 (* (pow a 2) (pow x 2))) (+ (* 1/2 (* a x)) (* 1/48 (* (pow a 3) (pow x 3))))) |
| 315.0ms | (+ (* 1/8 (* (pow a 2) (pow x 2))) (+ (* 1/2 (* a x)) (* 1/48 (* (pow a 3) (pow x 3))))) |
| 269.0ms | (+ (* 1/8 (* (pow a 2) (pow x 2))) (+ (* 1/2 (* a x)) (* 1/48 (* (pow a 3) (pow x 3))))) |
6 alts after pruning (5 fresh and 1 done)
Merged error: 0.1b
98.1% (0.4b remaining)
Error of 0.5b against oracle of 0.1b and baseline of 21.0b