


Bits error versus r



Bits error versus a



Bits error versus b
Results
Initial program 14.7
rmApplied cos-sum0.3
rmApplied add-cbrt-cube0.4
Final simplification0.4
herbie shell --seed 2019004 +o rules:numerics
(FPCore (r a b)
:name "r*sin(b)/cos(a+b), B"
(* r (/ (sin b) (cos (+ a b)))))
Time bar (total: 26.0s)Debug log
1 calls. Slowest were:
| 22.0ms | (* r (/ (sin b) (cos (+ a b)))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 16.0b
Found 3 expressions with local error:
| 4.1b | (cos (+ a b)) |
| 0.2b | (/ (sin b) (cos (+ a b))) |
| 0.2b | (* r (/ (sin b) (cos (+ a b)))) |
3 calls. Slowest were:
| 7.0ms | (/ (sin b) (cos (+ a b))) |
| 5.0ms | (cos (+ a b)) |
| 4.0ms | (* r (/ (sin b) (cos (+ a b)))) |
3 calls. Slowest were:
| 102.0ms | (* r (/ (sin b) (cos (+ a b)))) |
| 38.0ms | (cos (+ a b)) |
| 36.0ms | (/ (sin b) (cos (+ a b))) |
49 calls. Slowest were:
| 232.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 222.0ms | (+ b (+ (* 1/3 (pow b 3)) (* a (pow b 2)))) |
| 149.0ms | (/ (* (* (sin b) (sin b)) (sin b)) (* (* (cos (+ a b)) (cos (+ a b))) (cos (+ a b)))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.2b
Found 4 expressions with local error:
| 0.2b | (* (sin a) (sin b)) |
| 0.2b | (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 0.2b | (* r (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
| 0.1b | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
4 calls. Slowest were:
| 13.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 11.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
| 10.0ms | (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
4 calls. Slowest were:
| 248.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
| 135.0ms | (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 80.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 54.0ms | (* (sin a) (sin b)) |
73 calls. Slowest were:
| 369.0ms | (- (+ (cos (+ a b)) (cos (- a b))) (- (cos (- a b)) (cos (+ a b)))) |
| 263.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 254.0ms | (- (* (+ (cos (+ a b)) (cos (- a b))) 2) (* 2 (- (cos (- a b)) (cos (+ a b))))) |
10 alts after pruning (10 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 28.0b | (cbrt (* (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (sin a) (sin b)))) |
| 0.3b | (* (* (sin a) (sin b)) (* (sin a) (sin b))) |
| 0.2b | (* (sin a) (sin b)) |
| 0.2b | (* (sin a) (sin b)) |
4 calls. Slowest were:
| 52.0ms | (cbrt (* (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (sin a) (sin b)))) |
| 20.0ms | (* (* (sin a) (sin b)) (* (sin a) (sin b))) |
| 7.0ms | (* (sin a) (sin b)) |
4 calls. Slowest were:
| 71.0ms | (* (sin a) (sin b)) |
| 64.0ms | (* (* (sin a) (sin b)) (* (sin a) (sin b))) |
| 62.0ms | (* (sin a) (sin b)) |
| 57.0ms | (cbrt (* (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (sin a) (sin b)))) |
66 calls. Slowest were:
| 604.0ms | (* (* (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (sin a) (sin b))) (* (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (sin a) (sin b)))) |
| 598.0ms | (* (* (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (sin a) (sin b))) (* (* (* (sin a) (sin a)) (sin a)) (* (* (sin b) (sin b)) (sin b)))) |
| 595.0ms | (* (* (* (* (sin a) (sin a)) (sin a)) (* (* (sin b) (sin b)) (sin b))) (* (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (sin a) (sin b)))) |
10 alts after pruning (9 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (/ (* (sin b) r) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 0.2b | (* (sin a) (sin b)) |
| 0.2b | (* (sin b) r) |
| 0.1b | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
4 calls. Slowest were:
| 16.0ms | (/ (* (sin b) r) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 14.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 11.0ms | (* (sin a) (sin b)) |
4 calls. Slowest were:
| 273.0ms | (/ (* (sin b) r) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 92.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 55.0ms | (* (sin a) (sin b)) |
| 28.0ms | (* (sin b) r) |
45 calls. Slowest were:
| 364.0ms | (- (+ (cos (+ a b)) (cos (- a b))) (- (cos (- a b)) (cos (+ a b)))) |
| 298.0ms | (- (* (+ (cos (+ a b)) (cos (- a b))) 2) (* 2 (- (cos (- a b)) (cos (+ a b))))) |
| 268.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
10 alts after pruning (9 fresh and 1 done)
Merged error: 0.0b
0% (0.3b remaining)
Error of 0.4b against oracle of 0.1b and baseline of 0.4b