


Bits error versus r



Bits error versus a



Bits error versus b
Results
Initial program 15.1
rmApplied cos-sum0.3
rmApplied flip--0.4
Final simplification0.4
herbie shell --seed 2019002 +o rules:numerics
(FPCore (r a b)
:name "r*sin(b)/cos(a+b), A"
(/ (* r (sin b)) (cos (+ a b))))
Time bar (total: 20.4s)Debug log
1 calls. Slowest were:
| 27.0ms | (/ (* r (sin b)) (cos (+ a b))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 14.3b
Found 3 expressions with local error:
| 2.7b | (cos (+ a b)) |
| 0.2b | (/ (* r (sin b)) (cos (+ a b))) |
| 0.1b | (* r (sin b)) |
3 calls. Slowest were:
| 8.0ms | (/ (* r (sin b)) (cos (+ a b))) |
| 5.0ms | (cos (+ a b)) |
| 2.0ms | (* r (sin b)) |
3 calls. Slowest were:
| 138.0ms | (/ (* r (sin b)) (cos (+ a b))) |
| 54.0ms | (cos (+ a b)) |
| 43.0ms | (* r (sin b)) |
24 calls. Slowest were:
| 545.0ms | (/ (* (* (* r (sin b)) (* r (sin b))) (* r (sin b))) (* (* (cos (+ a b)) (cos (+ a b))) (cos (+ a b)))) |
| 248.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 120.0ms | (- 1 (+ (* 1/2 (pow a 2)) (* a b))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.2b
Found 4 expressions with local error:
| 0.3b | (* (sin a) (sin b)) |
| 0.2b | (/ (* r (sin b)) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 0.1b | (* r (sin b)) |
| 0.1b | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
4 calls. Slowest were:
| 10.0ms | (/ (* r (sin b)) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 7.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 4.0ms | (* (sin a) (sin b)) |
4 calls. Slowest were:
| 257.0ms | (/ (* r (sin b)) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 109.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 50.0ms | (* (sin a) (sin b)) |
| 41.0ms | (* r (sin b)) |
45 calls. Slowest were:
| 370.0ms | (- (+ (cos (+ a b)) (cos (- a b))) (- (cos (- a b)) (cos (+ a b)))) |
| 318.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 292.0ms | (- (* (+ (cos (+ a b)) (cos (- a b))) 2) (* 2 (- (cos (- a b)) (cos (+ a b))))) |
14 alts after pruning (14 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (* (sin a) (sin b)) |
| 0.2b | (/ (* r (sin b)) (fma (cos a) (cos b) (- (* (sin a) (sin b))))) |
| 0.2b | (fma (cos a) (cos b) (- (* (sin a) (sin b)))) |
| 0.1b | (* r (sin b)) |
4 calls. Slowest were:
| 8.0ms | (* (sin a) (sin b)) |
| 8.0ms | (/ (* r (sin b)) (fma (cos a) (cos b) (- (* (sin a) (sin b))))) |
| 2.0ms | (* r (sin b)) |
4 calls. Slowest were:
| 257.0ms | (/ (* r (sin b)) (fma (cos a) (cos b) (- (* (sin a) (sin b))))) |
| 82.0ms | (fma (cos a) (cos b) (- (* (sin a) (sin b)))) |
| 73.0ms | (* (sin a) (sin b)) |
| 44.0ms | (* r (sin b)) |
35 calls. Slowest were:
| 239.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 133.0ms | (- 1 (+ (* 1/2 (pow a 2)) (* a b))) |
| 81.0ms | (/ (* (sin b) r) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
13 alts after pruning (13 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.3b | (* (sin a) (sin b)) |
| 0.2b | (/ (sin b) (fma (cos a) (cos b) (- (* (sin a) (sin b))))) |
| 0.2b | (* r (/ (sin b) (fma (cos a) (cos b) (- (* (sin a) (sin b)))))) |
| 0.2b | (fma (cos a) (cos b) (- (* (sin a) (sin b)))) |
4 calls. Slowest were:
| 8.0ms | (* (sin a) (sin b)) |
| 7.0ms | (/ (sin b) (fma (cos a) (cos b) (- (* (sin a) (sin b))))) |
| 3.0ms | (* r (/ (sin b) (fma (cos a) (cos b) (- (* (sin a) (sin b)))))) |
4 calls. Slowest were:
| 304.0ms | (* r (/ (sin b) (fma (cos a) (cos b) (- (* (sin a) (sin b)))))) |
| 119.0ms | (/ (sin b) (fma (cos a) (cos b) (- (* (sin a) (sin b))))) |
| 114.0ms | (fma (cos a) (cos b) (- (* (sin a) (sin b)))) |
| 59.0ms | (* (sin a) (sin b)) |
60 calls. Slowest were:
| 287.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 248.0ms | (+ b (+ (* 1/3 (pow b 3)) (* a (pow b 2)))) |
| 177.0ms | (/ (* (* (sin b) (sin b)) (sin b)) (* (* (fma (cos a) (cos b) (- (* (sin a) (sin b)))) (fma (cos a) (cos b) (- (* (sin a) (sin b))))) (fma (cos a) (cos b) (- (* (sin a) (sin b)))))) |
15 alts after pruning (15 fresh and 0 done)
Merged error: 0.0b
0% (0.3b remaining)
Error of 0.4b against oracle of 0.0b and baseline of 0.4b