


Bits error versus R



Bits error versus lambda1



Bits error versus lambda2



Bits error versus phi1



Bits error versus phi2
Results
Initial program 16.6
rmApplied cos-diff4.0
Applied distribute-lft-in4.0
rmApplied add-log-exp4.0
rmApplied log1p-expm1-u4.0
Final simplification4.0
herbie shell --seed 2018360 +o rules:numerics
(FPCore (R lambda1 lambda2 phi1 phi2)
:name "Spherical law of cosines"
(* (acos (+ (* (sin phi1) (sin phi2)) (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))))) R))
Time bar (total: 28.6s)Debug log
1 alts after pruning (1 fresh and 0 done)
Merged error: 18.6b
Found 4 expressions with local error:
| 3.3b | (cos (- lambda1 lambda2)) |
| 2.4b | (acos (+ (* (sin phi1) (sin phi2)) (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))))) |
| 0.2b | (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))) |
| 0.2b | (* (acos (+ (* (sin phi1) (sin phi2)) (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))))) R) |
4 calls. Slowest were:
| 11.0ms | (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))) |
| 3.0ms | (cos (- lambda1 lambda2)) |
| 2.0ms | (* (acos (+ (* (sin phi1) (sin phi2)) (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))))) R) |
4 calls. Slowest were:
| 114.0ms | (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))) |
| 52.0ms | (* (acos (+ (* (sin phi1) (sin phi2)) (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))))) R) |
| 42.0ms | (cos (- lambda1 lambda2)) |
| 11.0ms | (acos (+ (* (sin phi1) (sin phi2)) (* (* (cos phi1) (cos phi2)) (cos (- lambda1 lambda2))))) |
30 calls. Slowest were:
| 343.0ms | (* (* (* (* (cos phi1) (cos phi1)) (cos phi1)) (* (* (cos phi2) (cos phi2)) (cos phi2))) (* (* (cos (- lambda1 lambda2)) (cos (- lambda1 lambda2))) (cos (- lambda1 lambda2)))) |
| 251.0ms | (* (* (* (* (cos phi1) (cos phi2)) (* (cos phi1) (cos phi2))) (* (cos phi1) (cos phi2))) (* (* (cos (- lambda1 lambda2)) (cos (- lambda1 lambda2))) (cos (- lambda1 lambda2)))) |
| 138.0ms | (- 1 (+ (* 1/2 (pow phi2 2)) (* 1/2 (pow phi1 2)))) |
14 alts after pruning (14 fresh and 0 done)
Merged error: 4.6b
Found 4 expressions with local error:
| 2.4b | (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) |
| 0.2b | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
| 0.2b | (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))) |
| 0.2b | (* (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) R) |
4 calls. Slowest were:
| 19.0ms | (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))) |
| 15.0ms | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
| 5.0ms | (* (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) R) |
4 calls. Slowest were:
| 143.0ms | (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))) |
| 134.0ms | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
| 86.0ms | (* (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) R) |
| 21.0ms | (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) |
48 calls. Slowest were:
| 722.0ms | (* (* (* (* (cos phi1) (cos phi2)) (* (cos phi1) (cos phi2))) (* (cos phi1) (cos phi2))) (* (* (* (cos lambda1) (cos lambda2)) (* (cos lambda1) (cos lambda2))) (* (cos lambda1) (cos lambda2)))) |
| 664.0ms | (* (* (* (* (cos phi1) (cos phi2)) (* (cos phi1) (cos phi2))) (* (cos phi1) (cos phi2))) (* (* (* (sin lambda1) (sin lambda2)) (* (sin lambda1) (sin lambda2))) (* (sin lambda1) (sin lambda2)))) |
| 247.0ms | (* R (acos (+ (* (cos phi1) (* (cos phi2) (* (sin lambda1) (sin lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (* (sin phi1) (sin phi2)))))) |
15 alts after pruning (15 fresh and 0 done)
Merged error: 4.5b
Found 4 expressions with local error:
| 2.4b | (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) |
| 0.6b | (log (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))))))) |
| 0.3b | (exp (log (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))))) |
| 0.2b | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
4 calls. Slowest were:
| 15.0ms | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
| 3.0ms | (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) |
| 2.0ms | (exp (log (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))))) |
4 calls. Slowest were:
| 134.0ms | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
| 89.0ms | (log (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))))))) |
| 33.0ms | (exp (log (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))))) |
| 29.0ms | (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) |
41 calls. Slowest were:
| 779.0ms | (* (* (* (* (cos phi1) (cos phi2)) (* (cos phi1) (cos phi2))) (* (cos phi1) (cos phi2))) (* (* (* (cos lambda1) (cos lambda2)) (* (cos lambda1) (cos lambda2))) (* (cos lambda1) (cos lambda2)))) |
| 253.0ms | (log (acos (+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (sin lambda1) (sin lambda2)))) (* (sin phi1) (sin phi2)))))) |
| 253.0ms | (acos (+ (* (cos phi1) (* (cos phi2) (* (sin lambda1) (sin lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (* (sin phi1) (sin phi2))))) |
20 alts after pruning (20 fresh and 0 done)
Merged error: 4.5b
Found 4 expressions with local error:
| 2.4b | (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) |
| 1.4b | (log (exp (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))))) |
| 0.4b | (exp (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))))))) |
| 0.2b | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
4 calls. Slowest were:
| 22.0ms | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
| 3.0ms | (log (exp (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))))) |
| 2.0ms | (exp (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))))))) |
4 calls. Slowest were:
| 154.0ms | (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) |
| 55.0ms | (exp (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))))))) |
| 26.0ms | (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))) |
| 17.0ms | (log (exp (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2)))))))) |
42 calls. Slowest were:
| 713.0ms | (* (* (* (* (cos phi1) (cos phi2)) (* (cos phi1) (cos phi2))) (* (cos phi1) (cos phi2))) (* (* (* (cos lambda1) (cos lambda2)) (* (cos lambda1) (cos lambda2))) (* (cos lambda1) (cos lambda2)))) |
| 256.0ms | (acos (+ (* (cos phi1) (* (cos phi2) (* (sin lambda1) (sin lambda2)))) (+ (* (cos phi1) (* (cos phi2) (* (cos lambda1) (cos lambda2)))) (* (sin phi1) (sin phi2))))) |
| 219.0ms | (cbrt (acos (+ (* (sin phi1) (sin phi2)) (+ (* (* (cos phi1) (cos phi2)) (* (cos lambda1) (cos lambda2))) (* (* (cos phi1) (cos phi2)) (* (sin lambda1) (sin lambda2))))))) |
20 alts after pruning (20 fresh and 0 done)
Merged error: 4.5b
0% (0.4b remaining)
Error of 4.0b against oracle of 3.6b and baseline of 4.0b