



Bits error versus a




Bits error versus x
Results
| Original | 29.7 |
|---|---|
| Target | 0.2 |
| Herbie | 0.3 |
if (* a x) < -0.1310776707870944Initial program 0.0
rmApplied add-cube-cbrt0.0
rmApplied add-cube-cbrt0.0
Applied cbrt-prod0.0
if -0.1310776707870944 < (* a x) Initial program 44.1
Taylor expanded around 0 14.7
Simplified0.5
Final simplification0.3
herbie shell --seed 2019004
(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: 11.0s)Debug log
1 calls. Slowest were:
| 9.0ms | (- (exp (* a x)) 1) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 31.3b
Found 2 expressions with local error:
| 5.1b | (- (exp (* a x)) 1) |
| 0.0b | (exp (* a x)) |
2 calls. Slowest were:
| 8.0ms | (- (exp (* a x)) 1) |
| 1.0ms | (exp (* a x)) |
2 calls. Slowest were:
| 40.0ms | (- (exp (* a x)) 1) |
| 17.0ms | (exp (* a x)) |
9 calls. Slowest were:
| 261.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 105.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
| 6.0ms | (- (exp (* a x)) 1) |
5 alts after pruning (5 fresh and 0 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)) |
| 0.0b | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
4 calls. Slowest were:
| 11.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 3.0ms | (* (* a x) (* a x)) |
| 1.0ms | (* a (* x 1/6)) |
4 calls. Slowest were:
| 55.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 16.0ms | (* (* a x) (* a x)) |
| 13.0ms | (* a (* x 1/6)) |
| 7.0ms | (* x 1/6) |
32 calls. Slowest were:
| 549.0ms | (* (* (* (* a x) (* a x)) (* a x)) (* (* (* a x) (* a x)) (* a x))) |
| 257.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
| 212.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 3.3b | (log (exp (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)))) |
| 0.3b | (* x 1/6) |
| 0.3b | (* (* a x) (* a x)) |
| 0.2b | (* a (* x 1/6)) |
4 calls. Slowest were:
| 3.0ms | (* (* a x) (* a x)) |
| 3.0ms | (log (exp (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)))) |
| 1.0ms | (* a (* x 1/6)) |
4 calls. Slowest were:
| 47.0ms | (log (exp (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)))) |
| 16.0ms | (* (* a x) (* a x)) |
| 11.0ms | (* a (* x 1/6)) |
| 7.0ms | (* x 1/6) |
26 calls. Slowest were:
| 425.0ms | (* (* (* (* a x) (* a x)) (* a x)) (* (* (* a x) (* a x)) (* a x))) |
| 206.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
| 183.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (* 1/6 (* (pow a 3) (pow x 3)))) |
5 alts after pruning (3 fresh and 2 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 5.1b | (- (exp (* a x)) 1) |
| 5.1b | (- (exp (* a x)) 1) |
| 5.1b | (- (exp (* a x)) 1) |
| 0.1b | (cbrt (- (exp (* a x)) 1)) |
4 calls. Slowest were:
| 6.0ms | (- (exp (* a x)) 1) |
| 4.0ms | (- (exp (* a x)) 1) |
| 4.0ms | (- (exp (* a x)) 1) |
4 calls. Slowest were:
| 120.0ms | (cbrt (- (exp (* a x)) 1)) |
| 33.0ms | (- (exp (* a x)) 1) |
| 24.0ms | (- (exp (* a x)) 1) |
| 24.0ms | (- (exp (* a x)) 1) |
21 calls. Slowest were:
| 325.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 320.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 269.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
6 alts after pruning (4 fresh and 2 done)
Merged error: 0.1b
98.7% (0.3b remaining)
Error of 0.3b against oracle of 0.1b and baseline of 20.5b