


Bits error versus x



Bits error versus y



Bits error versus z



Bits error versus a
Initial program 13.2
rmApplied tan-sum0.2
rmApplied tan-quot0.2
Applied tan-quot0.2
Applied frac-add0.2
Applied associate-/l/0.2
Simplified0.2
rmApplied associate-*r*0.2
Final simplification0.2
herbie shell --seed 2019004 +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: 59.3s)Debug log
1 calls. Slowest were:
| 25.0ms | (+ x (- (tan (+ y z)) (tan a))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 16.4b
Found 3 expressions with local error:
| 3.7b | (tan (+ y z)) |
| 0.2b | (- (tan (+ y z)) (tan a)) |
| 0.1b | (+ x (- (tan (+ y z)) (tan a))) |
3 calls. Slowest were:
| 6.0ms | (- (tan (+ y z)) (tan a)) |
| 3.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 3.0ms | (tan (+ y z)) |
3 calls. Slowest were:
| 169.0ms | (+ x (- (tan (+ y z)) (tan a))) |
| 162.0ms | (- (tan (+ y z)) (tan a)) |
| 66.0ms | (tan (+ y z)) |
50 calls. Slowest were:
| 295.0ms | (- (* (+ (tan y) (tan z)) (cos a)) (* (- 1 (* (tan y) (tan z))) (sin a))) |
| 200.0ms | (* (- 1 (* (tan y) (tan z))) (cos a)) |
| 43.0ms | (fma 1 (tan (+ y z)) (- (* (tan a) 1))) |
8 alts after pruning (8 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)) |
| 0.2b | (/ (+ (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:
| 70.0ms | (- (/ (+ (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))) |
| 25.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
4 calls. Slowest were:
| 526.0ms | (+ x (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a))) |
| 448.0ms | (- (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) (tan a)) |
| 205.0ms | (/ (+ (tan y) (tan z)) (- 1 (* (tan y) (tan z)))) |
| 121.0ms | (* (tan y) (tan z)) |
250 calls. Slowest were:
| 489.0ms | (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)))))) |
| 477.0ms | (fma (/ (+ (tan y) (tan z)) (- (pow 1 3) (pow (* (tan y) (tan z)) 3))) (+ (* 1 1) (+ (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* 1 (* (tan y) (tan z))))) (- (* (sqrt (tan a)) (sqrt (tan a))))) |
| 464.0ms | (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)))))) |
11 alts after pruning (11 fresh and 0 done)
Merged error: 0.1b
Found 4 expressions with local error:
| 3.5b | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (* (- 1 (* (tan y) (tan z))) (- (tan y) (tan z)))) |
| 0.3b | (* (tan z) (tan z)) |
| 0.3b | (* (tan y) (tan y)) |
| 0.2b | (* (tan y) (tan z)) |
4 calls. Slowest were:
| 29.0ms | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (* (- 1 (* (tan y) (tan z))) (- (tan y) (tan z)))) |
| 4.0ms | (* (tan z) (tan z)) |
| 4.0ms | (* (tan y) (tan y)) |
4 calls. Slowest were:
| 372.0ms | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (* (- 1 (* (tan y) (tan z))) (- (tan y) (tan z)))) |
| 116.0ms | (* (tan y) (tan z)) |
| 35.0ms | (* (tan y) (tan y)) |
| 32.0ms | (* (tan z) (tan z)) |
93 calls. Slowest were:
| 518.0ms | (* (+ (* 1 1) (+ (* (* (tan y) (tan z)) (* (tan y) (tan z))) (* 1 (* (tan y) (tan z))))) (+ (* (tan y) (tan y)) (+ (* (tan z) (tan z)) (* (tan y) (tan z))))) |
| 513.0ms | (/ (- (* (tan y) (tan y)) (* (tan z) (tan z))) (- (tan y) (tan z))) |
| 445.0ms | (- (log (- (* (tan y) (tan y)) (* (tan z) (tan z)))) (+ (log (- 1 (* (tan y) (tan z)))) (log (- (tan y) (tan z))))) |
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 (sin z) (cos y) (* (cos z) (sin y))) (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z)))) |
| 0.2b | (- (/ (fma (sin z) (cos y) (* (cos z) (sin y))) (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z)))) (tan a)) |
| 0.2b | (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z))) |
4 calls. Slowest were:
| 52.0ms | (- (/ (fma (sin z) (cos y) (* (cos z) (sin y))) (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z)))) (tan a)) |
| 10.0ms | (/ (fma (sin z) (cos y) (* (cos z) (sin y))) (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z)))) |
| 10.0ms | (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z))) |
4 calls. Slowest were:
| 317.0ms | (- (/ (fma (sin z) (cos y) (* (cos z) (sin y))) (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z)))) (tan a)) |
| 246.0ms | (/ (fma (sin z) (cos y) (* (cos z) (sin y))) (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z)))) |
| 120.0ms | (* (- 1 (* (tan y) (tan z))) (* (cos y) (cos z))) |
| 88.0ms | (* (tan y) (tan z)) |
147 calls. Slowest were:
| 396.0ms | (* (* (* (- 1 (* (tan y) (tan z))) (- 1 (* (tan y) (tan z)))) (- 1 (* (tan y) (tan z)))) (* (* (* (cos y) (cos y)) (cos y)) (* (* (cos z) (cos z)) (cos z)))) |
| 338.0ms | (* (* (* (- 1 (* (tan y) (tan z))) (- 1 (* (tan y) (tan z)))) (- 1 (* (tan y) (tan z)))) (* (* (* (cos y) (cos z)) (* (cos y) (cos z))) (* (cos y) (cos z)))) |
| 333.0ms | (fma (/ (fma (sin z) (cos y) (* (cos z) (sin y))) (* (- (* 1 1) (* (* (tan y) (tan z)) (* (tan y) (tan z)))) (+ (cos (+ y z)) (cos (- y z))))) (* (+ 1 (* (tan y) (tan z))) 2) (- (* (sqrt (tan a)) (sqrt (tan a))))) |
10 alts after pruning (10 fresh and 0 done)
Merged error: 0.1b
0% (0.1b remaining)
Error of 0.2b against oracle of 0.1b and baseline of 0.2b