


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
Applied add-cbrt-cube0.4
Applied cbrt-unprod0.4
Simplified0.4
Final simplification0.4
herbie shell --seed 2019004 +o rules:numerics
(FPCore (r a b)
:name "r*sin(b)/cos(a+b), A"
(/ (* r (sin b)) (cos (+ a b))))
Time bar (total: 24.4s)Debug log
1 calls. Slowest were:
| 735.0ms | (/ (* r (sin b)) (cos (+ a b))) |
1 alts after pruning (1 fresh and 0 done)
Merged error: 16.1b
Found 3 expressions with local error:
| 4.1b | (cos (+ a b)) |
| 0.2b | (/ (* r (sin b)) (cos (+ a b))) |
| 0.2b | (* r (sin b)) |
3 calls. Slowest were:
| 5.0ms | (/ (* r (sin b)) (cos (+ a b))) |
| 4.0ms | (cos (+ a b)) |
| 1.0ms | (* r (sin b)) |
3 calls. Slowest were:
| 99.0ms | (/ (* r (sin b)) (cos (+ a b))) |
| 44.0ms | (* r (sin b)) |
| 25.0ms | (cos (+ a b)) |
24 calls. Slowest were:
| 485.0ms | (/ (* (* (* r (sin b)) (* r (sin b))) (* r (sin b))) (* (* (cos (+ a b)) (cos (+ a b))) (cos (+ a b)))) |
| 305.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 180.0ms | (- 1 (+ (* 1/2 (pow a 2)) (* a b))) |
7 alts after pruning (7 fresh and 0 done)
Merged error: 0.2b
Found 4 expressions with local error:
| 0.3b | (/ (* r (sin b)) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 0.2b | (* (sin a) (sin b)) |
| 0.2b | (* r (sin b)) |
| 0.1b | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
4 calls. Slowest were:
| 11.0ms | (/ (* r (sin b)) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 10.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 4.0ms | (* (sin a) (sin b)) |
4 calls. Slowest were:
| 237.0ms | (/ (* r (sin b)) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 112.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 45.0ms | (* (sin a) (sin b)) |
| 40.0ms | (* r (sin b)) |
45 calls. Slowest were:
| 386.0ms | (- (+ (cos (+ a b)) (cos (- a b))) (- (cos (- a b)) (cos (+ a b)))) |
| 286.0ms | (- (* (+ (cos (+ a b)) (cos (- a b))) 2) (* 2 (- (cos (- a b)) (cos (+ a b))))) |
| 225.0ms | (+ (* (* (cos a) (cos b)) (* (cos a) (cos b))) (+ (* (* (sin a) (sin b)) (* (sin a) (sin b))) (* (* (cos a) (cos b)) (* (sin a) (sin b))))) |
10 alts after pruning (10 fresh and 0 done)
Merged error: 0.0b
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:
| 15.0ms | (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 14.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
| 8.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
4 calls. Slowest were:
| 245.0ms | (* r (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b))))) |
| 132.0ms | (/ (sin b) (- (* (cos a) (cos b)) (* (sin a) (sin b)))) |
| 93.0ms | (- (* (cos a) (cos b)) (* (sin a) (sin b))) |
| 70.0ms | (* (sin a) (sin b)) |
73 calls. Slowest were:
| 405.0ms | (- (+ (cos (+ a b)) (cos (- a b))) (- (cos (- a b)) (cos (+ a b)))) |
| 334.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 249.0ms | (- (* (+ (cos (+ a b)) (cos (- a b))) 2) (* 2 (- (cos (- a b)) (cos (+ a b))))) |
9 alts after pruning (9 fresh and 0 done)
Merged error: 0.0b
Found 4 expressions with local error:
| 28.0b | (cbrt (pow (* (sin b) (sin a)) 3)) |
| 0.3b | (pow (* (sin b) (sin a)) 3) |
| 0.3b | (/ (* r (sin b)) (- (* (cos a) (cos b)) (cbrt (pow (* (sin b) (sin a)) 3)))) |
| 0.2b | (* (sin b) (sin a)) |
4 calls. Slowest were:
| 16.0ms | (/ (* r (sin b)) (- (* (cos a) (cos b)) (cbrt (pow (* (sin b) (sin a)) 3)))) |
| 4.0ms | (* (sin b) (sin a)) |
| 3.0ms | (pow (* (sin b) (sin a)) 3) |
4 calls. Slowest were:
| 222.0ms | (/ (* r (sin b)) (- (* (cos a) (cos b)) (cbrt (pow (* (sin b) (sin a)) 3)))) |
| 70.0ms | (* (sin b) (sin a)) |
| 62.0ms | (pow (* (sin b) (sin a)) 3) |
| 48.0ms | (cbrt (pow (* (sin b) (sin a)) 3)) |
53 calls. Slowest were:
| 314.0ms | (cbrt (pow (- (cos (- b a)) (cos (+ b a))) 3)) |
| 290.0ms | (+ (* a (* r (pow b 2))) (+ (* 1/3 (* r (pow b 3))) (* r b))) |
| 251.0ms | (pow (- (cos (- b a)) (cos (+ b a))) 3) |
9 alts after pruning (8 fresh and 1 done)
Merged error: 0b
0% (0.3b remaining)
Error of 0.4b against oracle of 0.1b and baseline of 0.4b