



Bits error versus a




Bits error versus b




Bits error versus eps
Results
| Original | 58.7 |
|---|---|
| Target | 14.3 |
| Herbie | 3.6 |
if b < -4.418679367205824e+243 or 3.380573644616822e+183 < b < 4.27530359699961e+272Initial program 48.3
Simplified15.8
rmApplied div-inv16.8
if -4.418679367205824e+243 < b < 3.380573644616822e+183 or 4.27530359699961e+272 < b Initial program 59.7
Simplified28.7
Taylor expanded around 0 2.3
Final simplification3.6
herbie shell --seed 2019005 +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: 32.4s)Debug log
1 calls. Slowest were:
| 145.0ms | (/ (* 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: 26.3b
Found 4 expressions with local error:
| 16.5b | (/ eps (expm1 (* eps a))) |
| 12.0b | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 4.1b | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 0.0b | (* (+ a b) eps) |
4 calls. Slowest were:
| 8.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 5.0ms | (* (+ a b) eps) |
| 3.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
4 calls. Slowest were:
| 448.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (/ eps (expm1 (* eps a)))) |
| 88.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 54.0ms | (/ eps (expm1 (* eps a))) |
| 21.0ms | (* (+ a b) eps) |
70 calls. Slowest were:
| 375.0ms | (* (* (* (/ (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))))) |
| 297.0ms | (+ (- (log (expm1 (* (+ a b) eps))) (log (expm1 (* eps b)))) (log (/ eps (expm1 (* eps a))))) |
| 208.0ms | (/ (* (- (exp (* (+ a b) eps)) 1) eps) (- (+ (* (exp (* a eps)) (exp (* eps b))) 1) (+ (exp (* eps b)) (exp (* a eps))))) |
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:
| 7.0ms | (+ (/ 1 a) (/ 1 b)) |
1 calls. Slowest were:
| 12.0ms | (+ (/ 1 a) (/ 1 b)) |
12 calls. Slowest were:
| 8.0ms | (* (exp (/ 1 a)) (exp (/ 1 b))) |
| 4.0ms | (+ (* 1 b) (* a 1)) |
| 4.0ms | (* (cbrt (/ 1 a)) (cbrt (/ 1 a))) |
3 alts after pruning (2 fresh and 1 done)
Merged error: 0.0b
Found 1 expressions with local error:
| 13.8b | (/ (+ b a) (* a b)) |
1 calls. Slowest were:
| 6.0ms | (/ (+ b a) (* a b)) |
1 calls. Slowest were:
| 34.0ms | (/ (+ b a) (* a b)) |
15 calls. Slowest were:
| 90.0ms | (/ (* (* (+ b a) (+ b a)) (+ b a)) (* (* (* a b) (* a b)) (* a b))) |
| 31.0ms | (- (log (+ b a)) (log (* a b))) |
| 24.0ms | (- (* b b) (* a a)) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0b
Found 4 expressions with local error:
| 16.5b | (* eps (/ 1 (expm1 (* eps a)))) |
| 12.0b | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 4.1b | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (* eps (/ 1 (expm1 (* eps a))))) |
| 0.1b | (/ 1 (expm1 (* eps a))) |
4 calls. Slowest were:
| 7.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (* eps (/ 1 (expm1 (* eps a))))) |
| 3.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 1.0ms | (* eps (/ 1 (expm1 (* eps a)))) |
4 calls. Slowest were:
| 469.0ms | (* (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) (* eps (/ 1 (expm1 (* eps a))))) |
| 81.0ms | (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b))) |
| 50.0ms | (* eps (/ 1 (expm1 (* eps a)))) |
| 25.0ms | (/ 1 (expm1 (* eps a))) |
73 calls. Slowest were:
| 292.0ms | (+ (log (/ (expm1 (* (+ a b) eps)) (expm1 (* eps b)))) (log (* eps (/ 1 (expm1 (* eps a)))))) |
| 193.0ms | (/ (* (- (exp (* (+ a b) eps)) 1) eps) (- (+ (* (exp (* a eps)) (exp (* eps b))) 1) (+ (exp (* eps b)) (exp (* a eps))))) |
| 179.0ms | (/ (* (* (expm1 (* (+ a b) eps)) (expm1 (* (+ a b) eps))) (expm1 (* (+ a b) eps))) (* (* (expm1 (* eps b)) (expm1 (* eps b))) (expm1 (* eps b)))) |
4 alts after pruning (1 fresh and 3 done)
Merged error: 0b
-9.3% (3.6b remaining)
Error of 3.6b against oracle of 0.0b and baseline of 3.3b