


Bits error versus r



Bits error versus a



Bits error versus b
Results
Initial program 15.3
rmApplied cos-sum0.3
rmApplied add-log-exp0.4
Final simplification0.4
herbie shell --seed 2019008
(FPCore (r a b)
:name "r*sin(b)/cos(a+b), B"
(* r (/ (sin b) (cos (+ a b)))))
Time bar (total: 21.3s)Debug log
1 calls. Slowest were:
| 77.0ms | (* r (/ (sin b) (cos (+ a b)))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 13.4b
Found 3 expressions with local error:
| 4.2b | (cos (+ a b)) |
| 0.2b | (/ (sin b) (cos (+ a b))) |
| 0.2b | (* r (/ (sin b) (cos (+ a b)))) |
3 calls. Slowest were:
| 5.0ms | (cos (+ a b)) |
| 4.0ms | (/ (sin b) (cos (+ a b))) |
| 2.0ms | (* r (/ (sin b) (cos (+ a b)))) |
3 calls. Slowest were:
| 94.0ms | (* r (/ (sin b) (cos (+ a b)))) |
| 34.0ms | (/ (sin b) (cos (+ a b))) |
| 30.0ms | (cos (+ a b)) |
49 calls. Slowest were:
| 141.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 119.0ms | (+ b (+ (* 1/3 (pow b 3)) (* a (pow b 2)))) |
| 91.0ms | (/ (* (* (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 b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 0.2b | (* (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:
| 21.0ms | (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 17.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
| 7.0ms | (* (sin a) (sin b)) |
4 calls. Slowest were:
| 224.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
| 124.0ms | (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 96.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 56.0ms | (* (sin a) (sin b)) |
70 calls. Slowest were:
| 330.0ms | (- (* (+ (cos (+ a b)) (cos (- a b))) 2) (* 2 (- (cos (- a b)) (cos (+ a b))))) |
| 284.0ms | (- (+ (cos (+ a b)) (cos (- a b))) (- (cos (- a b)) (cos (+ a b)))) |
| 198.0ms | (/ (* (* (sin b) (sin b)) (sin b)) (* (* (- (* (cos a) (cos b)) (* (sin a) (sin b))) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
12 alts after pruning (12 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 3.3b | (log (exp (* (sin a) (sin b)))) |
| 0.2b | (/ (sin b) (- (* (cos a) (cos b)) (log (exp (* (sin a) (sin b)))))) |
| 0.2b | (* (sin a) (sin b)) |
| 0.2b | (* r (/ (sin b) (- (* (cos a) (cos b)) (log (exp (* (sin a) (sin b))))))) |
4 calls. Slowest were:
| 21.0ms | (/ (sin b) (- (* (cos a) (cos b)) (log (exp (* (sin a) (sin b)))))) |
| 20.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (log (exp (* (sin a) (sin b))))))) |
| 7.0ms | (* (sin a) (sin b)) |
4 calls. Slowest were:
| 228.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (log (exp (* (sin a) (sin b))))))) |
| 159.0ms | (/ (sin b) (- (* (cos a) (cos b)) (log (exp (* (sin a) (sin b)))))) |
| 57.0ms | (* (sin a) (sin b)) |
| 56.0ms | (log (exp (* (sin a) (sin b)))) |
70 calls. Slowest were:
| 250.0ms | (+ (* (* (cos a) (cos b)) (* (cos a) (cos b))) (+ (* (log (exp (* (sin a) (sin b)))) (log (exp (* (sin a) (sin b))))) (* (* (cos a) (cos b)) (log (exp (* (sin a) (sin b))))))) |
| 203.0ms | (+ (* (* (cos a) (cos b)) (* (cos a) (cos b))) (+ (* (log (exp (* (sin a) (sin b)))) (log (exp (* (sin a) (sin b))))) (* (* (cos a) (cos b)) (log (exp (* (sin a) (sin b))))))) |
| 201.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
12 alts after pruning (11 fresh and 1 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 0.2b | (/ (* (sin b) r) (- (* (cos a) (cos b)) (* (sin b) (sin a)))) |
| 0.2b | (* (sin b) (sin a)) |
| 0.1b | (- (* (cos a) (cos b)) (* (sin b) (sin a))) |
| 0.1b | (* (sin b) r) |
4 calls. Slowest were:
| 21.0ms | (/ (* (sin b) r) (- (* (cos a) (cos b)) (* (sin b) (sin a)))) |
| 13.0ms | (- (* (cos a) (cos b)) (* (sin b) (sin a))) |
| 7.0ms | (* (sin b) (sin a)) |
4 calls. Slowest were:
| 281.0ms | (/ (* (sin b) r) (- (* (cos a) (cos b)) (* (sin b) (sin a)))) |
| 107.0ms | (- (* (cos a) (cos b)) (* (sin b) (sin a))) |
| 44.0ms | (* (sin b) (sin a)) |
| 29.0ms | (* (sin b) r) |
42 calls. Slowest were:
| 272.0ms | (- (* (+ (cos (+ a b)) (cos (- a b))) 2) (* 2 (- (cos (- b a)) (cos (+ b a))))) |
| 184.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 156.0ms | (- (+ (cos (+ a b)) (cos (- a b))) (- (cos (- b a)) (cos (+ b a)))) |
12 alts after pruning (11 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