



Bits error versus x




Bits error versus eps
Results
| Original | 36.5 |
|---|---|
| Target | 15.1 |
| Herbie | 0.6 |
if eps < -25.400968012366302Initial program 29.8
rmApplied sin-sum0.4
Applied associate--l+0.4
if -25.400968012366302 < eps < 9.406785545346194e-09Initial program 44.2
rmApplied diff-sin44.2
Simplified0.7
if 9.406785545346194e-09 < eps Initial program 28.7
rmApplied sin-sum0.5
Final simplification0.6
herbie shell --seed 2019005 +o rules:numerics
(FPCore (x eps)
:name "2sin (example 3.3)"
:herbie-target
(* 2 (* (cos (+ x (/ eps 2))) (sin (/ eps 2))))
(- (sin (+ x eps)) (sin x)))
Time bar (total: 14.4s)Debug log
1 calls. Slowest were:
| 4.0ms | (- (sin (+ x eps)) (sin x)) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 36.5b
Found 2 expressions with local error:
| 3.8b | (sin (+ x eps)) |
| 1.8b | (- (sin (+ x eps)) (sin x)) |
2 calls. Slowest were:
| 6.0ms | (- (sin (+ x eps)) (sin x)) |
| 2.0ms | (sin (+ x eps)) |
2 calls. Slowest were:
| 44.0ms | (- (sin (+ x eps)) (sin x)) |
| 16.0ms | (sin (+ x eps)) |
33 calls. Slowest were:
| 407.0ms | (- eps (+ (* 1/2 (* x (pow eps 2))) (* 1/2 (* (pow x 2) eps)))) |
| 75.0ms | (- (+ x eps) (* 1/6 (pow x 3))) |
| 40.0ms | (* (sin (/ (- (+ x eps) x) 2)) (cos (/ (+ (+ x eps) x) 2))) |
4 alts after pruning (4 fresh and 0 done)
Merged error: 0.3b
Found 2 expressions with local error:
| 3.9b | (cos (/ (+ (+ x x) eps) 2)) |
| 0.2b | (* (cos (/ (+ (+ x x) eps) 2)) (sin (/ eps 2))) |
2 calls. Slowest were:
| 15.0ms | (* (cos (/ (+ (+ x x) eps) 2)) (sin (/ eps 2))) |
| 5.0ms | (cos (/ (+ (+ x x) eps) 2)) |
2 calls. Slowest were:
| 55.0ms | (* (cos (/ (+ (+ x x) eps) 2)) (sin (/ eps 2))) |
| 20.0ms | (cos (/ (+ (+ x x) eps) 2)) |
14 calls. Slowest were:
| 288.0ms | (- 1 (+ (* 1/2 (* x eps)) (* 1/2 (pow x 2)))) |
| 86.0ms | (- (* 1/2 eps) (+ (* 1/4 (* x (pow eps 2))) (* 1/4 (* (pow x 2) eps)))) |
| 77.0ms | (* (* (* (cos (/ (+ (+ x x) eps) 2)) (cos (/ (+ (+ x x) eps) 2))) (cos (/ (+ (+ x x) eps) 2))) (* (* (sin (/ eps 2)) (sin (/ eps 2))) (sin (/ eps 2)))) |
8 alts after pruning (7 fresh and 1 done)
Merged error: 0.3b
Found 4 expressions with local error:
| 3.9b | (cos (/ (+ (+ x x) eps) 2)) |
| 3.9b | (cos (/ (+ (+ x x) eps) 2)) |
| 3.9b | (cos (/ (+ (+ x x) eps) 2)) |
| 0.6b | (cbrt (* (* (cos (/ (+ (+ x x) eps) 2)) (cos (/ (+ (+ x x) eps) 2))) (cos (/ (+ (+ x x) eps) 2)))) |
4 calls. Slowest were:
| 7.0ms | (cbrt (* (* (cos (/ (+ (+ x x) eps) 2)) (cos (/ (+ (+ x x) eps) 2))) (cos (/ (+ (+ x x) eps) 2)))) |
| 5.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 4.0ms | (cos (/ (+ (+ x x) eps) 2)) |
4 calls. Slowest were:
| 23.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 21.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 17.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 17.0ms | (cbrt (* (* (cos (/ (+ (+ x x) eps) 2)) (cos (/ (+ (+ x x) eps) 2))) (cos (/ (+ (+ x x) eps) 2)))) |
15 calls. Slowest were:
| 390.0ms | (- 1 (+ (* 1/2 (* x eps)) (* 1/2 (pow x 2)))) |
| 370.0ms | (- 1 (+ (* 1/2 (* x eps)) (* 1/2 (pow x 2)))) |
| 345.0ms | (- 1 (+ (* 1/2 (* x eps)) (* 1/2 (pow x 2)))) |
8 alts after pruning (6 fresh and 2 done)
Merged error: 0.3b
Found 4 expressions with local error:
| 3.9b | (cos (/ (+ (+ x x) eps) 2)) |
| 3.9b | (cos (/ (+ (+ x x) eps) 2)) |
| 3.9b | (cos (/ (+ (+ x x) eps) 2)) |
| 0.5b | (cbrt (cos (/ (+ (+ x x) eps) 2))) |
4 calls. Slowest were:
| 10.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 5.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 4.0ms | (cos (/ (+ (+ x x) eps) 2)) |
4 calls. Slowest were:
| 75.0ms | (cbrt (cos (/ (+ (+ x x) eps) 2))) |
| 27.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 24.0ms | (cos (/ (+ (+ x x) eps) 2)) |
| 17.0ms | (cos (/ (+ (+ x x) eps) 2)) |
15 calls. Slowest were:
| 304.0ms | (- 1 (+ (* 1/6 (* x eps)) (* 1/6 (pow x 2)))) |
| 300.0ms | (- 1 (+ (* 1/2 (* x eps)) (* 1/2 (pow x 2)))) |
| 300.0ms | (- 1 (+ (* 1/2 (* x eps)) (* 1/2 (pow x 2)))) |
8 alts after pruning (5 fresh and 3 done)
Merged error: 0.3b
98.5% (0.2b remaining)
Error of 0.6b against oracle of 0.3b and baseline of 15.1b