



Bits error versus a




Bits error versus b




Bits error versus c




Bits error versus d




Bits error versus e
Results
| Original | 0.4 |
|---|---|
| Target | 0.2 |
| Herbie | 0.3 |
Initial program 0.4
rmApplied add-sqr-sqrt0.6
Applied fma-def0.5
rmApplied associate-+l+0.5
Simplified0.3
rmApplied add-log-exp0.3
Applied add-log-exp0.3
Applied sum-log0.3
Simplified0.3
Final simplification0.3
herbie shell --seed 2019008 +o rules:numerics
(FPCore (a b c d e)
:name "Expression 1, p15"
:pre (<= 1 a 2 b 4 c 8 d 16 e 32)
:herbie-target
(+ (+ d (+ c (+ a b))) e)
(+ (+ (+ (+ e d) c) b) a))
Time bar (total: 11.9s)Debug log
1 calls. Slowest were:
| 171.0ms | (+ (+ (+ (+ e d) c) b) a) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 0.4b
Found 3 expressions with local error:
| 0.3b | (+ (+ (+ (+ e d) c) b) a) |
| 0.3b | (+ (+ (+ e d) c) b) |
| 0.3b | (+ (+ e d) c) |
3 calls. Slowest were:
| 91.0ms | (+ (+ (+ (+ e d) c) b) a) |
| 12.0ms | (+ (+ (+ e d) c) b) |
| 2.0ms | (+ (+ e d) c) |
3 calls. Slowest were:
| 38.0ms | (+ (+ (+ (+ e d) c) b) a) |
| 25.0ms | (+ (+ (+ e d) c) b) |
| 17.0ms | (+ (+ e d) c) |
17 calls. Slowest were:
| 54.0ms | (* (cbrt (+ (+ (+ e d) c) b)) (cbrt (+ (+ (+ e d) c) b))) |
| 30.0ms | (sqrt (+ (+ (+ e d) c) b)) |
| 24.0ms | (* (cbrt (+ e d)) (cbrt (+ e d))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0b
Found 4 expressions with local error:
| 0.4b | (fma (sqrt (+ e d)) (sqrt (+ e d)) c) |
| 0.3b | (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b) |
| 0.3b | (+ (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b) a) |
| 0.1b | (sqrt (+ e d)) |
4 calls. Slowest were:
| 23.0ms | (+ (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b) a) |
| 5.0ms | (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b) |
| 1.0ms | (sqrt (+ e d)) |
4 calls. Slowest were:
| 190.0ms | (+ (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b) a) |
| 163.0ms | (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b) |
| 80.0ms | (fma (sqrt (+ e d)) (sqrt (+ e d)) c) |
| 27.0ms | (sqrt (+ e d)) |
24 calls. Slowest were:
| 61.0ms | (* (cbrt (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b)) (cbrt (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b))) |
| 60.0ms | (sqrt (+ (fma (sqrt (+ e d)) (sqrt (+ e d)) c) b)) |
| 29.0ms | (sqrt (- (* e e) (* d d))) |
8 alts after pruning (7 fresh and 1 done)
Merged error: 0b
Found 2 expressions with local error:
| 0.3b | (+ (+ (+ d c) e) (+ b a)) |
| 0.2b | (+ (+ d c) e) |
2 calls. Slowest were:
| 23.0ms | (+ (+ (+ d c) e) (+ b a)) |
| 5.0ms | (+ (+ d c) e) |
2 calls. Slowest were:
| 44.0ms | (+ (+ (+ d c) e) (+ b a)) |
| 10.0ms | (+ (+ d c) e) |
21 calls. Slowest were:
| 325.0ms | (* (+ (* (+ d c) (+ d c)) (- (* e e) (* (+ d c) e))) (- b a)) |
| 229.0ms | (+ (* (- (* (+ d c) (+ d c)) (* e e)) (+ (* b b) (- (* a a) (* b a)))) (* (- (+ d c) e) (+ (pow b 3) (pow a 3)))) |
| 203.0ms | (* (exp (+ (+ d c) e)) (exp (+ b a))) |
6 alts after pruning (4 fresh and 2 done)
Merged error: 0b
Found 4 expressions with local error:
| 3.3b | (exp (+ (+ a (+ c d)) (+ e b))) |
| 0.2b | (+ (+ a (+ c d)) (+ e b)) |
| 0.2b | (+ a (+ c d)) |
| 0.0b | (log (exp (+ (+ a (+ c d)) (+ e b)))) |
4 calls. Slowest were:
| 23.0ms | (log (exp (+ (+ a (+ c d)) (+ e b)))) |
| 20.0ms | (exp (+ (+ a (+ c d)) (+ e b))) |
| 12.0ms | (+ (+ a (+ c d)) (+ e b)) |
4 calls. Slowest were:
| 45.0ms | (log (exp (+ (+ a (+ c d)) (+ e b)))) |
| 43.0ms | (exp (+ (+ a (+ c d)) (+ e b))) |
| 34.0ms | (+ (+ a (+ c d)) (+ e b)) |
| 17.0ms | (+ a (+ c d)) |
40 calls. Slowest were:
| 646.0ms | (* (exp (+ a (+ c d))) (exp (+ e b))) |
| 428.0ms | (* (+ (* a a) (- (* (+ c d) (+ c d)) (* a (+ c d)))) (- e b)) |
| 358.0ms | (* (- a (+ c d)) (- e b)) |
6 alts after pruning (3 fresh and 3 done)
Merged error: 0b
0% (0.3b remaining)
Error of 0.3b against oracle of 0.0b and baseline of 0.3b