



Bits error versus a




Bits error versus b




Bits error versus eps
Results
| Original | 58.5 |
|---|---|
| Target | 14.4 |
| Herbie | 3.1 |
if eps < -7.858847959072249e-76Initial program 51.4
Initial simplification7.8
rmApplied associate-*l/7.6
if -7.858847959072249e-76 < eps Initial program 59.4
Initial simplification30.1
Taylor expanded around 0 2.6
Final simplification3.1
herbie shell --seed 2018362 +o rules:numerics
(FPCore (a b eps)
:name "expq3 (problem 3.4.2)"
:pre (and (< -1 eps) (< eps 1))
:herbie-target
(/ (+ a b) (* a b))
(/ (* eps (- (exp (* (+ a b) eps)) 1)) (* (- (exp (* a eps)) 1) (- (exp (* b eps)) 1))))
Time bar (total: 8.2s)Debug log
1 alts after pruning (1 fresh and 0 done)
Merged error: 25.8b
Found 4 expressions with local error:
| 15.1b | (/ eps (expm1 (* eps a))) |
| 11.1b | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 5.3b | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 0.0b | (expm1 (* (+ a b) eps)) |
4 calls. Slowest were:
| 12.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 6.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 1.0ms | (/ eps (expm1 (* eps a))) |
4 calls. Slowest were:
| 457.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 74.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 43.0ms | (expm1 (* (+ a b) eps)) |
| 36.0ms | (/ eps (expm1 (* eps a))) |
67 calls. Slowest were:
| 701.0ms | (* (* (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b)))) (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b)))) (* (* (/ eps (expm1 (* eps a))) (/ eps (expm1 (* eps a)))) (/ eps (expm1 (* eps a))))) |
| 354.0ms | (+ (- (log (expm1 (* (+ a b) eps))) (log (expm1 (* eps b)))) (log (/ eps (expm1 (* eps a))))) |
| 202.0ms | (+ (log (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b)))) (log (/ eps (expm1 (* eps a))))) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0.0b
Found 1 expressions with local error:
| 0.0b | (+ (/ 1 a) (/ 1 b)) |
1 calls. Slowest were:
| 4.0ms | (+ (/ 1 a) (/ 1 b)) |
1 calls. Slowest were:
| 7.0ms | (+ (/ 1 a) (/ 1 b)) |
12 calls. Slowest were:
| 9.0ms | (* (exp (/ 1 a)) (exp (/ 1 b))) |
| 9.0ms | (+ (* 1 b) (* a 1)) |
| 5.0ms | (+ (/ 1 a) (/ 1 b)) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0b
Found 1 expressions with local error:
| 13.4b | (/ (+ b a) (* a b)) |
1 calls. Slowest were:
| 3.0ms | (/ (+ b a) (* a b)) |
1 calls. Slowest were:
| 22.0ms | (/ (+ b a) (* a b)) |
15 calls. Slowest were:
| 103.0ms | (/ (* (* (+ b a) (+ b a)) (+ b a)) (* (* (* a b) (* a b)) (* a b))) |
| 26.0ms | (- (log (+ b a)) (log (* a b))) |
| 12.0ms | (- (* b b) (* a a)) |
3 alts after pruning (2 fresh and 1 done)
Merged error: 0b
Found 2 expressions with local error:
| 13.3b | (/ (* a b) (+ b a)) |
| 0.0b | (/ 1 (/ (* a b) (+ b a))) |
2 calls. Slowest were:
| 6.0ms | (/ (* a b) (+ b a)) |
| 3.0ms | (/ 1 (/ (* a b) (+ b a))) |
2 calls. Slowest were:
| 30.0ms | (/ (* a b) (+ b a)) |
| 25.0ms | (/ 1 (/ (* a b) (+ b a))) |
30 calls. Slowest were:
| 90.0ms | (+ (* b b) (- (* a a) (* b a))) |
| 76.0ms | (+ (* b b) (- (* a a) (* b a))) |
| 60.0ms | (/ (* (* (* a b) (* a b)) (* a b)) (* (* (+ b a) (+ b a)) (+ b a))) |
3 alts after pruning (1 fresh and 2 done)
Merged error: 0b
8.3% (3.1b remaining)
Error of 3.1b against oracle of 0.0b and baseline of 3.4b