



Bits error versus a




Bits error versus x
Results
| Original | 30.0 |
|---|---|
| Target | 0.2 |
| Herbie | 0.3 |
if (* a x) < -0.03274706362324737Initial program 0.0
rmApplied add-log-exp0.0
if -0.03274706362324737 < (* a x) Initial program 44.4
Taylor expanded around 0 14.7
Simplified0.5
Final simplification0.3
herbie shell --seed 2019021
(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: 10.3s)Debug log
| 34.0ms | 84× | body | 1280 | valid |
| 13.0ms | 48× | body | 640 | valid |
| 9.0ms | 167× | body | 80 | valid |
| 5.0ms | 28× | body | 320 | valid |
| 2.0ms | 18× | body | 160 | valid |
| 8.0ms | (- (exp (* a x)) 1) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 31.9b
Found 2 expressions with local error:
| 4.2b | (- (exp (* a x)) 1) |
| 0.0b | (exp (* a x)) |
| 3× | add-log-exp |
| 3× | add-sqr-sqrt |
| 2× | add-cube-cbrt |
| 2× | add-exp-log |
| 2× | add-cbrt-cube |
| 2× | *-un-lft-identity |
| 2× | pow1 |
| 1× | rem-exp-log |
| 1× | flip-- |
| 1× | difference-of-sqr-1 |
| 1× | flip3-- |
| 1× | sub-neg |
| 1× | exp-prod |
| 8.0ms | (- (exp (* a x)) 1) |
| 1.0ms | (exp (* a x)) |
| 37.0ms | (- (exp (* a x)) 1) |
| 10.0ms | (exp (* a x)) |
| 347.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (+ (* a x) (* 1/6 (* (pow a 3) (pow x 3))))) |
| 88.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
| 9.0ms | (- (exp (* a x)) 1) |
| 9.0ms | (- (exp (* a x)) 1) |
| 3.0ms | (exp (* a x)) |
3 alts after pruning (3 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.3b | (* x 1/6) |
| 0.2b | (* (* a x) (* a x)) |
| 0.2b | (* a (* x 1/6)) |
| 0.1b | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 14× | pow1 |
| 11× | add-exp-log |
| 11× | add-cbrt-cube |
| 5× | add-cube-cbrt |
| 5× | associate-*r* |
| 5× | *-un-lft-identity |
| 5× | add-sqr-sqrt |
| 4× | add-log-exp |
| 4× | cbrt-unprod |
| 4× | *-commutative |
| 4× | prod-exp |
| 4× | pow-prod-down |
| 2× | associate-*r/ |
| 2× | associate-*l* |
| 1× | flip-+ |
| 1× | pow-prod-up |
| 1× | pow-plus |
| 1× | flip3-+ |
| 1× | distribute-lft-in |
| 1× | distribute-rgt-in |
| 1× | pow2 |
| 21.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 7.0ms | (* (* a x) (* a x)) |
| 2.0ms | (* a (* x 1/6)) |
| 0.0ms | (* x 1/6) |
| 52.0ms | (* (* (* a x) (* a x)) (+ (* a (* x 1/6)) 1/2)) |
| 27.0ms | (* (* a x) (* a x)) |
| 24.0ms | (* a (* x 1/6)) |
| 12.0ms | (* x 1/6) |
| 654.0ms | (* (* (* (* a x) (* a x)) (* a x)) (* (* (* a x) (* a x)) (* a x))) |
| 301.0ms | (+ (* 1/2 (* (pow a 2) (pow x 2))) (* 1/6 (* (pow a 3) (pow x 3)))) |
| 294.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
| 284.0ms | (* (* (* (* (* 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))) |
| 254.0ms | (+ (* 1/6 (* (pow a 3) (pow x 3))) (* 1/2 (* (pow a 2) (pow x 2)))) |
4 alts after pruning (3 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 2.5b | (log (exp (* (* a x) (* a x)))) |
| 0.3b | (* x 1/6) |
| 0.2b | (* (* a x) (* a x)) |
| 0.2b | (* a (* x 1/6)) |
| 10× | pow1 |
| 6× | add-exp-log |
| 6× | add-cbrt-cube |
| 5× | add-log-exp |
| 5× | add-cube-cbrt |
| 5× | *-un-lft-identity |
| 5× | add-sqr-sqrt |
| 3× | *-commutative |
| 3× | log-pow |
| 3× | log-prod |
| 2× | associate-*r* |
| 1× | cbrt-unprod |
| 1× | pow-prod-up |
| 1× | prod-exp |
| 1× | pow-prod-down |
| 1× | associate-*l* |
| 1× | rem-log-exp |
| 1× | exp-to-pow |
| 1× | pow-plus |
| 1× | exp-prod |
| 1× | pow2 |
| 5.0ms | (* (* a x) (* a x)) |
| 4.0ms | (log (exp (* (* a x) (* a x)))) |
| 1.0ms | (* a (* x 1/6)) |
| 0.0ms | (* x 1/6) |
| 23.0ms | (log (exp (* (* a x) (* a x)))) |
| 20.0ms | (* (* a x) (* a x)) |
| 13.0ms | (* x 1/6) |
| 11.0ms | (* a (* x 1/6)) |
| 517.0ms | (* (* (* (* a x) (* a x)) (* a x)) (* (* (* a x) (* a x)) (* a x))) |
| 16.0ms | (* 1/6 (* a x)) |
| 15.0ms | (log (* (cbrt (exp (* (* a x) (* a x)))) (cbrt (exp (* (* a x) (* a x)))))) |
| 13.0ms | (log (sqrt (exp (* (* a x) (* a x))))) |
| 12.0ms | (* 1/6 (* a x)) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 4.2b | (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) |
| 0.0b | (exp (* a x)) |
| 0.0b | (exp (* a x)) |
| 0.0b | (exp (* a x)) |
| 9× | add-log-exp |
| 4× | add-cube-cbrt |
| 4× | add-exp-log |
| 4× | add-cbrt-cube |
| 4× | *-un-lft-identity |
| 4× | pow1 |
| 4× | add-sqr-sqrt |
| 3× | rem-exp-log |
| 3× | exp-prod |
| 1× | difference-of-squares |
| 1× | flip-- |
| 1× | diff-log |
| 1× | flip3-- |
| 1× | sub-neg |
| 14.0ms | (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) |
| 2.0ms | (exp (* a x)) |
| 2.0ms | (exp (* a x)) |
| 2.0ms | (exp (* a x)) |
| 41.0ms | (- (* (exp (* a x)) (exp (* a x))) (* 1 1)) |
| 11.0ms | (exp (* a x)) |
| 10.0ms | (exp (* a x)) |
| 10.0ms | (exp (* a x)) |
| 311.0ms | (+ (* 2 (* (pow a 2) (pow x 2))) (+ (* 2 (* a x)) (* 4/3 (* (pow a 3) (pow x 3))))) |
| 107.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
| 96.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
| 69.0ms | (+ (* a x) (+ (* 1/2 (* (pow a 2) (pow x 2))) 1)) |
| 67.0ms | (/ (exp (* (exp (* a x)) (exp (* a x)))) (exp (* 1 1))) |
4 alts after pruning (2 fresh and 2 done)
Merged error: 0.1b
98.6% (0.3b remaining)
Error of 0.3b against oracle of 0.1b and baseline of 20.2b
| 1.5s | 2729× | body | 1280 | valid |
| 453.0ms | 1328× | body | 640 | valid |
| 295.0ms | 5285× | body | 80 | valid |
| 151.0ms | 760× | body | 320 | valid |
| 77.0ms | 438× | body | 160 | valid |