


Bits error versus x



Bits error versus y



Bits error versus z



Bits error versus a
Initial program 13.2
rmApplied tan-quot13.2
Applied tan-sum0.2
Applied frac-sub0.2
Simplified0.2
rmApplied flip--0.2
Applied associate-*l/0.2
Applied associate-/r/0.2
Simplified0.2
Final simplification0.2
herbie shell --seed 2019008 +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: 42.5s)Debug log
1 calls. Slowest were:
| 422.0ms | (+ x (- (tan (+ y z)) (tan a))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 13.8b
Found 3 expressions with local error:
| 4.7b | (tan (+ y z)) |
| 0.2b | (- (tan (+ y z)) (tan a)) |
| 0.1b | (+ x (- (tan (+ y z)) (tan a))) |
3 calls. Slowest were:
| 11.0ms | (- (tan (+ y z)) (tan a)) |
| 6.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 2.0ms | (tan (+ y z)) |
3 calls. Slowest were:
| 132.0ms | (- (tan (+ y z)) (tan a)) |
| 113.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 56.0ms | (tan (+ y z)) |
50 calls. Slowest were:
| 172.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 123.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 44.0ms | (- (+ (/ (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 | (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- 1 (* (tan y) (tan z))) (cos a))) |
| 0.2b | (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) |
| 0.2b | (+ x (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- 1 (* (tan y) (tan z))) (cos a)))) |
4 calls. Slowest were:
| 6.0ms | (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- 1 (* (tan y) (tan z))) (cos a))) |
| 4.0ms | (* (tan y) (tan z)) |
| 2.0ms | (+ x (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- 1 (* (tan y) (tan z))) (cos a)))) |
4 calls. Slowest were:
| 547.0ms | (+ x (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- 1 (* (tan y) (tan z))) (cos a)))) |
| 482.0ms | (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- 1 (* (tan y) (tan z))) (cos a))) |
| 330.0ms | (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) |
| 90.0ms | (* (tan y) (tan z)) |
39 calls. Slowest were:
| 333.0ms | (/ (- (+ (/ (* (cos a) (sin z)) (cos z)) (+ (/ (* (sin a) (* (sin z) (sin y))) (* (cos y) (cos z))) (/ (* (cos a) (sin y)) (cos y)))) (sin a)) (* (cos a) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) |
| 308.0ms | (/ (- (+ (/ (* (cos a) (sin z)) (cos z)) (+ (/ (* (sin a) (* (sin z) (sin y))) (* (cos y) (cos z))) (/ (* (cos a) (sin y)) (cos y)))) (sin a)) (* (cos a) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) |
| 262.0ms | (+ (* 1/3 (* (pow z 3) y)) (+ (* 1/3 (* z (pow y 3))) (* z y))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.3b | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 0.3b | (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- (* 1 1) (* (* (tan y) (tan z)) (* (tan y) (tan z)))) (cos a))) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 34.0ms | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 8.0ms | (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- (* 1 1) (* (* (tan y) (tan z)) (* (tan y) (tan z)))) (cos a))) |
| 4.0ms | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 547.0ms | (/ (fma (+ (tan y) (tan z)) (cos a) (* (fma (tan y) (tan z) -1) (sin a))) (* (- (* 1 1) (* (* (tan y) (tan z)) (* (tan y) (tan z)))) (cos a))) |
| 127.0ms | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 124.0ms | (* (tan y) (tan z)) |
| 96.0ms | (* (tan y) (tan z)) |
99 calls. Slowest were:
| 559.0ms | (* (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z))) (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z)))) |
| 546.0ms | (* (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z))) (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z)))) |
| 531.0ms | (* (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z))) (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z)))) |
9 alts after pruning (8 fresh and 1 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.2b | (* (/ (sin z) (cos y)) (/ (sin a) (cos a))) |
| 0.2b | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
| 0.2b | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
| 0.2b | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
4 calls. Slowest were:
| 13.0ms | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
| 12.0ms | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
| 10.0ms | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
4 calls. Slowest were:
| 149.0ms | (* (/ (sin z) (cos y)) (/ (sin a) (cos a))) |
| 104.0ms | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
| 101.0ms | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
| 97.0ms | (* (/ (sin y) (cos z)) (/ (sin z) (cos y))) |
164 calls. Slowest were:
| 323.0ms | (* (* (* (/ (sin z) (cos y)) (/ (sin z) (cos y))) (/ (sin z) (cos y))) (* (* (/ (sin a) (cos a)) (/ (sin a) (cos a))) (/ (sin a) (cos a)))) |
| 313.0ms | (* (* (* (/ (sin y) (cos z)) (/ (sin y) (cos z))) (/ (sin y) (cos z))) (* (* (/ (sin z) (cos y)) (/ (sin z) (cos y))) (/ (sin z) (cos y)))) |
| 311.0ms | (+ (- (log (sin y)) (log (cos z))) (log (/ (sin z) (cos y)))) |
10 alts after pruning (8 fresh and 2 done)
Merged error: 0.0b
0% (0.2b remaining)
Error of 0.2b against oracle of 0.1b and baseline of 0.2b