


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 *-un-lft-identity0.2
Applied *-un-lft-identity0.2
Applied distribute-lft-out0.2
Applied associate-/l*0.2
rmApplied tan-quot0.2
Applied associate-*r/0.2
Final simplification0.2
herbie shell --seed 2019002 +o rules:numerics
(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: 52.5s)Debug log
1 calls. Slowest were:
| 47.0ms | (+ 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:
| 17.0ms | (- (tan (+ y z)) (tan a)) |
| 4.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 2.0ms | (tan (+ y z)) |
3 calls. Slowest were:
| 156.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 117.0ms | (- (tan (+ y z)) (tan a)) |
| 52.0ms | (tan (+ y z)) |
50 calls. Slowest were:
| 342.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 198.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 32.0ms | (- (+ (/ (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 | (- (/ (+ (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:
| 34.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 24.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 12.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
4 calls. Slowest were:
| 485.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 406.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 275.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
| 101.0ms | (* (tan y) (tan z)) |
250 calls. Slowest were:
| 587.0ms | (fma (/ 1 (* (cbrt (- 1 (* (tan y) (tan z)))) (cbrt (- 1 (* (tan y) (tan z)))))) (/ (+ (tan y) (tan z)) (cbrt (- 1 (* (tan y) (tan z))))) (- (* (cbrt (tan a)) (* (cbrt (tan a)) (cbrt (tan a)))))) |
| 576.0ms | (fma (/ 1 (* (cbrt (- 1 (* (tan y) (tan z)))) (cbrt (- 1 (* (tan y) (tan z)))))) (/ (+ (tan y) (tan z)) (cbrt (- 1 (* (tan y) (tan z))))) (- (* (tan a) 1))) |
| 542.0ms | (fma (/ 1 (* (cbrt (- 1 (* (tan y) (tan z)))) (cbrt (- 1 (* (tan y) (tan z)))))) (/ (+ (tan y) (tan z)) (cbrt (- 1 (* (tan y) (tan z))))) (- (* (tan a) 1))) |
10 alts after pruning (10 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.2b | (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z))) |
| 0.2b | (- (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))) (tan a)) |
4 calls. Slowest were:
| 7.0ms | (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z))) |
| 5.0ms | (- (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))) (tan a)) |
| 4.0ms | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 428.0ms | (- (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))) (tan a)) |
| 255.0ms | (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z))) |
| 246.0ms | (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))) |
| 90.0ms | (* (tan y) (tan z)) |
123 calls. Slowest were:
| 576.0ms | (fma (* (cbrt (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z))))) (cbrt (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))))) (cbrt (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z))))) (- (* (cbrt (tan a)) (* (cbrt (tan a)) (cbrt (tan a)))))) |
| 482.0ms | (- (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))) (tan a)) |
| 480.0ms | (- (/ 1 (/ (- 1 (* (tan y) (tan z))) (+ (tan y) (tan z)))) (tan a)) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.2b | (/ 1 (/ (- 1 (/ (* (tan y) (sin z)) (cos z))) (+ (tan y) (tan z)))) |
| 0.2b | (/ (- 1 (/ (* (tan y) (sin z)) (cos z))) (+ (tan y) (tan z))) |
| 0.2b | (* (tan y) (sin z)) |
| 0.2b | (/ (* (tan y) (sin z)) (cos z)) |
4 calls. Slowest were:
| 12.0ms | (/ (- 1 (/ (* (tan y) (sin z)) (cos z))) (+ (tan y) (tan z))) |
| 7.0ms | (/ (* (tan y) (sin z)) (cos z)) |
| 4.0ms | (/ 1 (/ (- 1 (/ (* (tan y) (sin z)) (cos z))) (+ (tan y) (tan z)))) |
4 calls. Slowest were:
| 221.0ms | (/ (- 1 (/ (* (tan y) (sin z)) (cos z))) (+ (tan y) (tan z))) |
| 206.0ms | (/ 1 (/ (- 1 (/ (* (tan y) (sin z)) (cos z))) (+ (tan y) (tan z)))) |
| 87.0ms | (/ (* (tan y) (sin z)) (cos z)) |
| 66.0ms | (* (tan y) (sin z)) |
95 calls. Slowest were:
| 599.0ms | (/ (* (* (* (tan y) (tan y)) (tan y)) (* (* (sin z) (sin z)) (sin z))) (* (* (cos z) (cos z)) (cos z))) |
| 366.0ms | (/ (* (* (* (tan y) (sin z)) (* (tan y) (sin z))) (* (tan y) (sin z))) (* (* (cos z) (cos z)) (cos z))) |
| 292.0ms | (/ (* (* (- 1 (/ (* (tan y) (sin z)) (cos z))) (- 1 (/ (* (tan y) (sin z)) (cos z)))) (- 1 (/ (* (tan y) (sin z)) (cos z)))) (* (* (+ (tan y) (tan z)) (+ (tan y) (tan z))) (+ (tan y) (tan z)))) |
9 alts after pruning (8 fresh and 1 done)
Merged error: 0.0b
0% (0.1b remaining)
Error of 0.2b against oracle of 0.1b and baseline of 0.2b