



Bits error versus a




Bits error versus x
Results
| Original | 29.4 |
|---|---|
| Target | 0.2 |
| Herbie | 0.4 |
if (* a x) < -0.0005872069461981768Initial program 0.0
rmApplied flip--0.0
rmApplied div-inv0.0
if -0.0005872069461981768 < (* a x) Initial program 44.3
Taylor expanded around 0 14.3
Simplified0.5
Final simplification0.4
herbie shell --seed 2019005
(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: 16.5s)Debug log
1 calls. Slowest were:
| 5.0ms | (- (exp (* a x)) 1) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 30.8b
Found 1 expressions with local error:
| 4.4b | (- (exp (* a x)) 1) |
1 calls. Slowest were:
| 5.0ms | (- (exp (* a x)) 1) |
1 calls. Slowest were:
| 25.0ms | (- (exp (* a x)) 1) |
4 calls. Slowest were:
| 364.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 9.0ms | (- (exp (* a x)) 1) |
| 6.0ms | (+ (sqrt (exp (* a x))) 1) |
2 alts after pruning (2 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (* 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:
| 15.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 9.0ms | (* (* a x) (* a x)) |
| 2.0ms | (* a (* x 1/6)) |
4 calls. Slowest were:
| 80.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 19.0ms | (* a (* x 1/6)) |
| 18.0ms | (* (* a x) (* a x)) |
| 7.0ms | (* x 1/6) |
32 calls. Slowest were:
| 604.0ms | (* (* (* (* a x) (* a x)) (* a x)) (* (* (* a x) (* a x)) (* a x))) |
| 308.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
| 278.0ms | (* (* (* (* (* a x) (* a x)) (* (* a x) (* a x))) (* (* a x) (* a x))) (* (* (+ (* a (* x 1/6)) 1/2) (+ (* a (* x 1/6)) 1/2)) (+ (* a (* x 1/6)) 1/2))) |
2 alts after pruning (1 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 4.4b | (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) |
| 0.0b | (* (exp (* a x)) (exp (* a x))) |
| 0.0b | (+ (exp (* a x)) 1) |
| 0.0b | (/ (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) (+ (exp (* a x)) 1)) |
4 calls. Slowest were:
| 34.0ms | (/ (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) (+ (exp (* a x)) 1)) |
| 14.0ms | (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) |
| 11.0ms | (* (exp (* a x)) (exp (* a x))) |
4 calls. Slowest were:
| 61.0ms | (/ (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) (+ (exp (* a x)) 1)) |
| 56.0ms | (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) |
| 15.0ms | (* (exp (* a x)) (exp (* a x))) |
| 13.0ms | (+ (exp (* a x)) 1) |
66 calls. Slowest were:
| 418.0ms | (/ (* (* (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) (- (* (exp (* a x)) (exp (* a x))) (* 1 1))) (- (* (exp (* a x)) (exp (* a x))) (* 1 1))) (* (* (+ (exp (* a x)) 1) (+ (exp (* a x)) 1)) (+ (exp (* a x)) 1))) |
| 383.0ms | (+ (* 2 (* (pow a 2) (pow x 2))) (+ (* 2 (* a x)) (* 4/3 (* (pow a 3) (pow x 3))))) |
| 346.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 17.0b | (* (pow a 3) (pow x 3)) |
| 15.6b | (* (pow a 2) (pow x 2)) |
| 13.3b | (+ (* 2 (* (pow a 2) (pow x 2))) (+ (* 2 (* a x)) (* 4/3 (* (pow a 3) (pow x 3))))) |
| 0.1b | (* 4/3 (* (pow a 3) (pow x 3))) |
4 calls. Slowest were:
| 19.0ms | (+ (* 2 (* (pow a 2) (pow x 2))) (+ (* 2 (* a x)) (* 4/3 (* (pow a 3) (pow x 3))))) |
| 8.0ms | (* 4/3 (* (pow a 3) (pow x 3))) |
| 3.0ms | (* (pow a 3) (pow x 3)) |
4 calls. Slowest were:
| 90.0ms | (+ (* 2 (* (pow a 2) (pow x 2))) (+ (* 2 (* a x)) (* 4/3 (* (pow a 3) (pow x 3))))) |
| 53.0ms | (* 4/3 (* (pow a 3) (pow x 3))) |
| 49.0ms | (* (pow a 3) (pow x 3)) |
| 35.0ms | (* (pow a 2) (pow x 2)) |
40 calls. Slowest were:
| 375.0ms | (+ (* 2 (* (pow a 2) (pow x 2))) (+ (* 2 (* a x)) (* 4/3 (* (pow a 3) (pow x 3))))) |
| 372.0ms | (+ (* 2 (* (pow a 2) (pow x 2))) (+ (* 2 (* a x)) (* 4/3 (* (pow a 3) (pow x 3))))) |
| 362.0ms | (* (* (* (pow a 3) (pow a 3)) (pow a 3)) (* (* (pow x 3) (pow x 3)) (pow x 3))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0.0b
98.8% (0.3b remaining)
Error of 0.4b against oracle of 0.1b and baseline of 21.0b