



Bits error versus a




Bits error versus b




Bits error versus eps
Results
| Original | 59.1 |
|---|---|
| Target | 13.8 |
| Herbie | 3.0 |
if eps < -1.7224963786636187e-95Initial program 53.5
Simplified8.9
rmApplied clear-num8.9
if -1.7224963786636187e-95 < eps Initial program 59.9
Simplified30.7
Taylor expanded around 0 2.2
Final simplification3.0
herbie shell --seed 2019002 +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: 26.1s)Debug log
1 calls. Slowest were:
| 218.0ms | (/ (* eps (- (exp (* (+ a b) eps)) 1)) (* (- (exp (* a eps)) 1) (- (exp (* b eps)) 1))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 29.7b
Found 4 expressions with local error:
| 19.5b | (/ eps (expm1 (* eps a))) |
| 13.6b | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 4.3b | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 0.0b | (* (+ a b) eps) |
4 calls. Slowest were:
| 6.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 3.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 2.0ms | (* (+ a b) eps) |
4 calls. Slowest were:
| 447.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 85.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 32.0ms | (/ eps (expm1 (* eps a))) |
| 24.0ms | (* (+ a b) eps) |
70 calls. Slowest were:
| 433.0ms | (* (* (* (/ (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))))) |
| 363.0ms | (+ (- (log (expm1 (* (+ a b) eps))) (log (expm1 (* eps b)))) (log (/ eps (expm1 (* eps a))))) |
| 240.0ms | (+ (log (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b)))) (log (/ eps (expm1 (* eps a))))) |
5 alts after pruning (5 fresh and 0 done)
Merged error: 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:
| 5.0ms | (* (exp (/ 1 a)) (exp (/ 1 b))) |
| 4.0ms | (+ (* 1 b) (* a 1)) |
| 2.0ms | (+ (/ 1 a) (/ 1 b)) |
5 alts after pruning (4 fresh and 1 done)
Merged error: 0b
Found 1 expressions with local error:
| 13.3b | (/ (+ b a) (* a b)) |
1 calls. Slowest were:
| 3.0ms | (/ (+ b a) (* a b)) |
1 calls. Slowest were:
| 28.0ms | (/ (+ b a) (* a b)) |
15 calls. Slowest were:
| 71.0ms | (/ (* (* (+ b a) (+ b a)) (+ b a)) (* (* (* a b) (* a b)) (* a b))) |
| 29.0ms | (- (log (+ b a)) (log (* a b))) |
| 12.0ms | (- (* b b) (* a a)) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0b
Found 2 expressions with local error:
| 8.0b | (/ (/ (+ b a) a) b) |
| 0.0b | (/ (+ b a) a) |
2 calls. Slowest were:
| 9.0ms | (/ (/ (+ b a) a) b) |
| 5.0ms | (/ (+ b a) a) |
2 calls. Slowest were:
| 35.0ms | (/ (/ (+ b a) a) b) |
| 12.0ms | (/ (+ b a) a) |
14 calls. Slowest were:
| 12.0ms | (- (* b b) (* a a)) |
| 5.0ms | (+ (pow b 3) (pow a 3)) |
| 4.0ms | (+ 1 (/ b a)) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0b
-3.9% (3.0b remaining)
Error of 3.0b against oracle of 0.0b and baseline of 2.9b