HW11 -- OPTIONAL (3% extra credit)

Due Friday June 16, 11:59pm.
No late submission will be accepted.

Include in your submission: edit.py.

Edit Distance (see the last problem in final review solutions)

flip $ /nfs/farm/classes/eecs/spring2023/cs325-001/submit hw11 edit.py

flip $ /nfs/farm/classes/eecs/spring2023/cs325-001/query hw11

Implement two functions:
* distance1(s, t): Viterbi-style (either top-down or bottom-up)
* distance2(s, t): Dijkstra-style (best-first)

For Dijkstra, you can use either heapdict/pqdict/priority_dict or heapq (see review problem 7).
Given that this graph is extremely sparse (why?), heapq (ElogE) might be faster than heapdict (ElogV)
because the latter has overhead for hash.

They should return the same result (just return the edit distance).

We have 10 testcases (listed below); the first 5 test distance1(), 
and the second 5 test distance2() on the same 5 string pairs.
(You can see that Dijkstra is a lot faster in general).

My solutions (on flip2):
Testing Case  1 (open)...	  0.001 s, Correct
Testing Case  2 (open)...	  0.000 s, Correct
Testing Case  3 (open)...	  0.012 s, Correct
Testing Case  4 (open)...	  0.155 s, Correct
Testing Case  5 (open)...	  0.112 s, Correct
Testing Case  6 (hidden)...	  0.000 s, Correct
Testing Case  7 (hidden)...	  0.000 s, Correct
Testing Case  8 (hidden)...	  0.004 s, Correct
Testing Case  9 (hidden)...	  0.009 s, Correct
Testing Case 10 (hidden)...	  0.021 s, Correct
Total Time: 0.316 s

distance1("abcdefh", "abbcdfg") == 3
distance1("pretty", "prettier") == 3
distance1("aaaaaaadaaaaaaaaaaaaaaaaacaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", "aaaaaaaaaaaabaaaaaaaaaaaaaaaaaaaaaaaaaaaaaxaaaaaaaaaaaaaaaaaaaaaa") == 5
distance1('cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbxtwiqzvokqpkecyywrbvhlqgxzutdjfmvlhsezfbhfjbllmfhzlqlcwibubyyjupbwhztskyksfthkptxqlmhivfjbgclwsombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasomrhotoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwy', 'cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbtwiqzvokqpkecyywrbvhlqgxzutdjfmvlhsezfbhfjbllmfhzlqlcwibubyyjupbwhztskyksfthkptxqlmhivfbgclwsombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasonrhotoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwy') == 3
distance1('cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbtwiqzvokqpasdfkecyywrbvhlqgxzutdjfmvlhsezfbhbllmfhzlqlcwibubyyjupbwhztsxyksfthkptxqlmhivfjbgclhombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasomrttoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwydmbihjkvziitusmkjljrsbafytsinql', 'cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbtwiqzvokqpkecyywrbvhlqgxzutdjfmvlhsezfbhfjbllmfhzlqlcwibubyyjupbwhztskyksfthkptxqlmhivfjbgclwsombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasomrhotoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwydmbihjkvziitusmkjljrsbafytsinql') == 11
distance2("abcdefh", "abbcdfg") == 3
distance2("pretty", "prettier") == 3
distance2("aaaaaaadaaaaaaaaaaaaaaaaacaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", "aaaaaaaaaaaabaaaaaaaaaaaaaaaaaaaaaaaaaaaaaxaaaaaaaaaaaaaaaaaaaaaa") == 5
distance2('cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbxtwiqzvokqpkecyywrbvhlqgxzutdjfmvlhsezfbhfjbllmfhzlqlcwibubyyjupbwhztskyksfthkptxqlmhivfjbgclwsombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasomrhotoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwy', 'cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbtwiqzvokqpkecyywrbvhlqgxzutdjfmvlhsezfbhfjbllmfhzlqlcwibubyyjupbwhztskyksfthkptxqlmhivfbgclwsombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasonrhotoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwy') == 3
distance2('cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbtwiqzvokqpasdfkecyywrbvhlqgxzutdjfmvlhsezfbhbllmfhzlqlcwibubyyjupbwhztsxyksfthkptxqlmhivfjbgclhombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasomrttoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwydmbihjkvziitusmkjljrsbafytsinql', 'cpuyedzrwcbritzclzhwwabmlyresvewkdxwkamyzbtwiqzvokqpkecyywrbvhlqgxzutdjfmvlhsezfbhfjbllmfhzlqlcwibubyyjupbwhztskyksfthkptxqlmhivfjbgclwsombvytdztapwpzmdqfwwrhqsgztobeuiatcwmrzfbwhfnpzzasomrhotoqiwvexlgxsnafiagfewmopdzwanxswfsmbxsmsczbwsgnwydmbihjkvziitusmkjljrsbafytsinql') == 11