


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 add-log-exp0.3
rmApplied *-un-lft-identity0.3
Applied exp-prod0.3
Simplified0.3
Final simplification0.3
herbie shell --seed 2018360
(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: 18.9s)Debug log
2 alts after pruning (2 fresh and 0 done)
Merged error: 12.0b
Found 3 expressions with local error:
| 2.8b | (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:
| 125.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 117.0ms | (- (tan (+ y z)) (tan a)) |
| 87.0ms | (tan (+ y z)) |
21 calls. Slowest were:
| 250.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 78.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 46.0ms | (- (+ (/ (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)) |
| 0.2b | (+ 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 | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
4 calls. Slowest were:
| 50.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 22.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
| 20.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
4 calls. Slowest were:
| 456.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 426.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 224.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
| 119.0ms | (* (tan y) (tan z)) |
71 calls. Slowest were:
| 269.0ms | (+ (* 1/3 (* (pow z 3) y)) (+ (* 1/3 (* z (pow y 3))) (* z y))) |
| 252.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 216.0ms | (/ (* (* (+ (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))))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 2.4b | (exp (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (+ 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)) |
4 calls. Slowest were:
| 68.0ms | (exp (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))) |
| 38.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 25.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
4 calls. Slowest were:
| 462.0ms | (exp (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))) |
| 374.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 364.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 133.0ms | (* (tan y) (tan z)) |
41 calls. Slowest were:
| 342.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 303.0ms | (+ (* 1/3 (* (pow z 3) y)) (+ (* 1/3 (* z (pow y 3))) (* z y))) |
| 257.0ms | (exp (- (+ x (+ (/ (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)))))))) (/ (sin a) (cos a)))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 3.1b | (pow E (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (+ 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)) |
4 calls. Slowest were:
| 51.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 44.0ms | (pow E (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))) |
| 38.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
4 calls. Slowest were:
| 552.0ms | (pow E (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)))) |
| 399.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 318.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 96.0ms | (* (tan y) (tan z)) |
40 calls. Slowest were:
| 281.0ms | (+ (* 1/3 (* (pow z 3) y)) (+ (* 1/3 (* z (pow y 3))) (* z y))) |
| 231.0ms | (- (+ (/ (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))) |
| 214.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
9 alts after pruning (8 fresh and 1 done)
Merged error: 0.1b
0% (0.2b remaining)
Error of 0.3b against oracle of 0.1b and baseline of 0.3b