


Bits error versus x



Bits error versus y



Bits error versus z



Bits error versus a
Results
Initial program 13.1
rmApplied tan-sum0.2
rmApplied flip--0.2
rmApplied tan-quot0.2
Applied associate-*r/0.2
rmApplied add-log-exp0.3
Final simplification0.3
herbie shell --seed 2019005
(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: 35.6s)Debug log
1 calls. Slowest were:
| 22.0ms | (+ x (- (tan (+ y z)) (tan a))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 14.6b
Found 3 expressions with local error:
| 4.6b | (tan (+ y z)) |
| 0.1b | (- (tan (+ y z)) (tan a)) |
| 0.1b | (+ x (- (tan (+ y z)) (tan a))) |
3 calls. Slowest were:
| 10.0ms | (- (tan (+ y z)) (tan a)) |
| 5.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 3.0ms | (tan (+ y z)) |
3 calls. Slowest were:
| 123.0ms | (- (tan (+ y z)) (tan a)) |
| 118.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 61.0ms | (tan (+ y z)) |
21 calls. Slowest were:
| 238.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 160.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 45.0ms | (- (+ (/ (sin (+ z y)) (cos (+ z y))) x) (/ (sin a) (cos a))) |
7 alts after pruning (7 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.2b | (* (tan y) (tan z)) |
| 0.1b | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 0.1b | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 0.1b | (- 1 (* (tan y) (tan z))) |
4 calls. Slowest were:
| 40.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 29.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 8.0ms | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 439.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 405.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 117.0ms | (- 1 (* (tan y) (tan z))) |
| 109.0ms | (* (tan y) (tan z)) |
35 calls. Slowest were:
| 404.0ms | (- 1 (+ (* 1/3 (* z (pow y 3))) (* z y))) |
| 335.0ms | (+ (* 1/3 (* (pow z 3) y)) (+ (* 1/3 (* z (pow y 3))) (* z y))) |
| 302.0ms | (- (+ (/ (sin z) (* (cos z) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (+ (/ (sin y) (* (cos y) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) x)) (/ (sin a) (cos a))) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.3b | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 16.0ms | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 4.0ms | (* (tan y) (tan z)) |
| 4.0ms | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 109.0ms | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 96.0ms | (* (tan y) (tan z)) |
| 94.0ms | (* (tan y) (tan z)) |
| 81.0ms | (* (tan y) (tan z)) |
96 calls. Slowest were:
| 826.0ms | (/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2))) |
| 645.0ms | (* (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z))) (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z)))) |
| 586.0ms | (* (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z))) (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z)))) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.3b | (* (* (tan y) (tan z)) (/ (* (tan y) (sin z)) (cos z))) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (* (tan y) (sin z)) |
4 calls. Slowest were:
| 13.0ms | (* (* (tan y) (tan z)) (/ (* (tan y) (sin z)) (cos z))) |
| 8.0ms | (* (tan y) (tan z)) |
| 4.0ms | (* (tan y) (sin z)) |
4 calls. Slowest were:
| 187.0ms | (* (* (tan y) (tan z)) (/ (* (tan y) (sin z)) (cos z))) |
| 106.0ms | (* (tan y) (tan z)) |
| 96.0ms | (* (tan y) (sin z)) |
| 90.0ms | (* (tan y) (tan z)) |
77 calls. Slowest were:
| 411.0ms | (/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2))) |
| 390.0ms | (/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2))) |
| 368.0ms | (+ (log (* (tan y) (tan z))) (- (log (* (tan y) (sin z))) (log (cos z)))) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 0.1b
0% (0.2b remaining)
Error of 0.3b against oracle of 0.1b and baseline of 0.3b