


Bits error versus x



Bits error versus y



Bits error versus z



Bits error versus a
Results
Initial program 13.5
rmApplied tan-sum0.2
rmApplied flip--0.2
Final simplification0.2
herbie shell --seed 2019002
(FPCore (x y z a)
:name "(+ x (- (tan (+ y z)) (tan a)))"
:pre (and (or (== x 0) (<= 0.5884142 x 505.5909)) (or (<= -1.796658e+308 y -9.425585e-310) (<= 1.284938e-309 y 1.751224e+308)) (or (<= -1.776707e+308 z -8.599796e-310) (<= 3.293145e-311 z 1.725154e+308)) (or (<= -1.796658e+308 a -9.425585e-310) (<= 1.284938e-309 a 1.751224e+308)))
(+ x (- (tan (+ y z)) (tan a))))
Time bar (total: 36.8s)Debug log
1 calls. Slowest were:
| 63.0ms | (+ x (- (tan (+ y z)) (tan a))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 12.2b
Found 3 expressions with local error:
| 4.8b | (tan (+ y z)) |
| 0.2b | (- (tan (+ y z)) (tan a)) |
| 0.1b | (+ x (- (tan (+ y z)) (tan a))) |
3 calls. Slowest were:
| 6.0ms | (- (tan (+ y z)) (tan a)) |
| 5.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 2.0ms | (tan (+ y z)) |
3 calls. Slowest were:
| 439.0ms | (tan (+ y z)) |
| 146.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 132.0ms | (- (tan (+ y z)) (tan a)) |
21 calls. Slowest were:
| 239.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 132.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 45.0ms | (- (+ (/ (sin (+ z y)) (cos (+ z y))) x) (/ (sin a) (cos a))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 0.1b | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
| 0.1b | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
4 calls. Slowest were:
| 52.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 41.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 26.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
4 calls. Slowest were:
| 435.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 404.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 243.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
| 143.0ms | (* (tan y) (tan z)) |
71 calls. Slowest were:
| 339.0ms | (/ (* (* (+ (tan y) (tan z)) (+ (tan y) (tan z))) (+ (tan y) (tan z))) (* (* (- 1 (* (tan y) (tan z))) (- 1 (* (tan y) (tan z)))) (- 1 (* (tan y) (tan z))))) |
| 305.0ms | (+ (* 1/3 (* (pow z 3) y)) (+ (* 1/3 (* z (pow y 3))) (* z y))) |
| 290.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.2b | (* (tan y) (sin z)) |
| 0.2b | (/ (* (tan y) (sin z)) (cos z)) |
| 0.2b | (- (/ (+ (tan y) (tan z)) (- 1 (/ (* (tan y) (sin z)) (cos z)))) (tan a)) |
| 0.1b | (/ (+ (tan y) (tan z)) (- 1 (/ (* (tan y) (sin z)) (cos z)))) |
4 calls. Slowest were:
| 38.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (/ (* (tan y) (sin z)) (cos z)))) (tan a)) |
| 26.0ms | (/ (+ (tan y) (tan z)) (- 1 (/ (* (tan y) (sin z)) (cos z)))) |
| 9.0ms | (/ (* (tan y) (sin z)) (cos z)) |
4 calls. Slowest were:
| 435.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (/ (* (tan y) (sin z)) (cos z)))) (tan a)) |
| 224.0ms | (/ (+ (tan y) (tan z)) (- 1 (/ (* (tan y) (sin z)) (cos z)))) |
| 114.0ms | (/ (* (tan y) (sin z)) (cos z)) |
| 75.0ms | (* (tan y) (sin z)) |
80 calls. Slowest were:
| 492.0ms | (/ (* (* (* (tan y) (sin z)) (* (tan y) (sin z))) (* (tan y) (sin z))) (* (* (cos z) (cos z)) (cos z))) |
| 442.0ms | (/ (* (* (* (tan y) (tan y)) (tan y)) (* (* (sin z) (sin z)) (sin z))) (* (* (cos z) (cos z)) (cos z))) |
| 291.0ms | (/ (* (* (+ (tan y) (tan z)) (+ (tan y) (tan z))) (+ (tan y) (tan z))) (* (* (- 1 (/ (* (tan y) (sin z)) (cos z))) (- 1 (/ (* (tan y) (sin z)) (cos z)))) (- 1 (/ (* (tan y) (sin z)) (cos z))))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 5.2b | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (* (- 1 (/ (* (tan y) (sin z)) (cos z))) (- (tan y) (tan z)))) |
| 0.2b | (* (tan z) (tan z)) |
| 0.2b | (* (tan y) (tan y)) |
| 0.2b | (* (tan y) (sin z)) |
4 calls. Slowest were:
| 28.0ms | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (* (- 1 (/ (* (tan y) (sin z)) (cos z))) (- (tan y) (tan z)))) |
| 8.0ms | (* (tan y) (sin z)) |
| 8.0ms | (* (tan y) (tan y)) |
4 calls. Slowest were:
| 354.0ms | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (* (- 1 (/ (* (tan y) (sin z)) (cos z))) (- (tan y) (tan z)))) |
| 72.0ms | (* (tan y) (sin z)) |
| 27.0ms | (* (tan y) (tan y)) |
| 27.0ms | (* (tan z) (tan z)) |
90 calls. Slowest were:
| 483.0ms | (- (log (- (* (tan y) (tan y)) (* (tan z) (tan z)))) (+ (log (- 1 (/ (* (tan y) (sin z)) (cos z)))) (log (- (tan y) (tan z))))) |
| 355.0ms | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (- (tan y) (tan z))) |
| 280.0ms | (* (+ 1 (/ (* (tan y) (sin z)) (cos z))) (* (cos y) (cos z))) |
7 alts after pruning (7 fresh and 0 done)
Merged error: 0.0b
0% (0.1b remaining)
Error of 0.2b against oracle of 0.1b and baseline of 0.2b