


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 +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: 42.9s)Debug log
1 calls. Slowest were:
| 43.0ms | (+ 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:
| 9.0ms | (- (tan (+ y z)) (tan a)) |
| 6.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 2.0ms | (tan (+ y z)) |
3 calls. Slowest were:
| 396.0ms | (tan (+ y z)) |
| 149.0ms | (- (tan (+ y z)) (tan a)) |
| 104.0ms | (+ x (- (tan (+ y z)) (tan a))) |
50 calls. Slowest were:
| 234.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 137.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 41.0ms | (fma (sqrt (tan (+ y z))) (sqrt (tan (+ y z))) (- (* (sqrt (tan a)) (sqrt (tan 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:
| 47.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 37.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 8.0ms | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 438.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 430.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 135.0ms | (- 1 (* (tan y) (tan z))) |
| 133.0ms | (* (tan y) (tan z)) |
214 calls. Slowest were:
| 426.0ms | (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))) |
| 413.0ms | (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)))))) |
| 400.0ms | (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))) |
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:
| 23.0ms | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 7.0ms | (* (tan y) (tan z)) |
| 4.0ms | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 114.0ms | (* (* (tan y) (tan z)) (* (tan y) (tan z))) |
| 113.0ms | (* (tan y) (tan z)) |
| 90.0ms | (* (tan y) (tan z)) |
| 89.0ms | (* (tan y) (tan z)) |
96 calls. Slowest were:
| 457.0ms | (* (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z))) (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z)))) |
| 449.0ms | (* (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z))) (* (* (* (tan y) (tan y)) (tan y)) (* (* (tan z) (tan z)) (tan z)))) |
| 382.0ms | (* (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z))) (* (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* (tan y) (tan z)))) |
10 alts after pruning (10 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.3b | (* (/ (* (tan y) (sin z)) (cos z)) (* (tan y) (tan z))) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (* (tan y) (tan z)) |
| 0.2b | (* (tan y) (sin z)) |
4 calls. Slowest were:
| 16.0ms | (* (/ (* (tan y) (sin z)) (cos z)) (* (tan y) (tan z))) |
| 7.0ms | (* (tan y) (tan z)) |
| 4.0ms | (* (tan y) (sin z)) |
4 calls. Slowest were:
| 142.0ms | (* (/ (* (tan y) (sin z)) (cos z)) (* (tan y) (tan z))) |
| 79.0ms | (* (tan y) (tan z)) |
| 78.0ms | (* (tan y) (tan z)) |
| 59.0ms | (* (tan y) (sin z)) |
76 calls. Slowest were:
| 305.0ms | (/ (* (sin z) (sin y)) (cos y)) |
| 274.0ms | (/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2))) |
| 268.0ms | (/ (* (pow (sin z) 2) (pow (sin y) 2)) (* (pow (cos y) 2) (pow (cos z) 2))) |
9 alts after pruning (9 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