


Bits error versus x



Bits error versus y



Bits error versus z



Bits error versus a
Results
Initial program 13.2
rmApplied tan-sum0.2
Taylor expanded around -inf 0.2
rmApplied add-log-exp0.2
rmApplied flip--0.3
Final simplification0.3
herbie shell --seed 2018365 +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: 1.0m)Debug log
2 alts after pruning (2 fresh and 0 done)
Merged error: 13.9b
Found 3 expressions with local error:
| 5.0b | (tan (+ y z)) |
| 0.2b | (- (tan (+ y z)) (tan a)) |
| 0.2b | (+ x (- (tan (+ y z)) (tan a))) |
3 calls. Slowest were:
| 16.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 12.0ms | (- (tan (+ y z)) (tan a)) |
| 3.0ms | (tan (+ y z)) |
3 calls. Slowest were:
| 135.0ms | (- (tan (+ y z)) (tan a)) |
| 129.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 53.0ms | (tan (+ y z)) |
50 calls. Slowest were:
| 273.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 140.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 48.0ms | (- (+ (/ (sin (+ z y)) (cos (+ z y))) x) (/ (sin a) (cos a))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 0.3b | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 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)))) |
4 calls. Slowest were:
| 62.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 49.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 23.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
4 calls. Slowest were:
| 425.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 413.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 240.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
| 111.0ms | (* (tan y) (tan z)) |
250 calls. Slowest were:
| 552.0ms | (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))) |
| 521.0ms | (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)))))) |
| 506.0ms | (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))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (/ (* (sin z) (sin y)) (* (cos y) (cos z))) |
| 0.3b | (- (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a)) |
| 0.2b | (* (sin z) (sin y)) |
| 0.2b | (/ (sin z) (cos z)) |
4 calls. Slowest were:
| 113.0ms | (- (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a)) |
| 8.0ms | (/ (* (sin z) (sin y)) (* (cos y) (cos z))) |
| 4.0ms | (* (sin z) (sin y)) |
4 calls. Slowest were:
| 382.0ms | (- (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a)) |
| 97.0ms | (/ (* (sin z) (sin y)) (* (cos y) (cos z))) |
| 49.0ms | (* (sin z) (sin y)) |
| 32.0ms | (/ (sin z) (cos z)) |
213 calls. Slowest were:
| 489.0ms | (fma (* (cbrt (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (cbrt (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))))) (cbrt (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (- (* (cbrt (tan a)) (* (cbrt (tan a)) (cbrt (tan a)))))) |
| 351.0ms | (* (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))) (cos a)) |
| 324.0ms | (fma (/ (/ 1 1) (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (/ (+ (/ (sin z) (cos z)) (/ (sin y) (cos y))) (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (- (* (sqrt (tan a)) (sqrt (tan a))))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 2.6b | (log (exp (/ (sin z) (cos z)))) |
| 0.3b | (exp (/ (sin z) (cos z))) |
| 0.3b | (/ (* (sin z) (sin y)) (* (cos y) (cos z))) |
| 0.2b | (- (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a)) |
4 calls. Slowest were:
| 159.0ms | (- (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a)) |
| 8.0ms | (/ (* (sin z) (sin y)) (* (cos y) (cos z))) |
| 4.0ms | (log (exp (/ (sin z) (cos z)))) |
4 calls. Slowest were:
| 326.0ms | (- (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (tan a)) |
| 85.0ms | (/ (* (sin z) (sin y)) (* (cos y) (cos z))) |
| 54.0ms | (exp (/ (sin z) (cos z))) |
| 20.0ms | (log (exp (/ (sin z) (cos z)))) |
210 calls. Slowest were:
| 383.0ms | (fma (/ 1 (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (/ (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))) (sqrt (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))))) (- (* (tan a) 1))) |
| 335.0ms | (* (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z)))) (cos a)) |
| 232.0ms | (fma (/ (* (cbrt (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y)))) (cbrt (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y))))) 1) (/ (cbrt (+ (log (exp (/ (sin z) (cos z)))) (/ (sin y) (cos y)))) (- 1 (/ (* (sin z) (sin y)) (* (cos y) (cos z))))) (- (* (tan a) 1))) |
8 alts after pruning (8 fresh and 0 done)
Merged error: 0.0b
0% (0.2b remaining)
Error of 0.3b against oracle of 0.1b and baseline of 0.3b