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168 changes: 168 additions & 0 deletions dynamic_programming/edit_distance.cpp
Original file line number Diff line number Diff line change
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#include <bits/stdc++.h>
using namespace std;


class Alignment {

string sx, sy, sa, sb;

vector<vector<int> > A;
int sxL, syL;
int cost = 0;

//Below are the functions which are returning costs involved according to operation done in aligning strings
//These are arbitrary cost

//insertion cost
inline int insC() {
return 4;
}

//deletion cost
inline int delC() {
return 4;
}

//modification cost
inline int modC(char fr, char to) {
if(fr == to)
return 0;
return 3;
}

public:

//constructor
Alignment(string s1, string s2) : sx(s1), sy(s2),
sxL(s1.length()), syL(s2.length())
{
//allocating size to array needed
A.resize(s2.length()+4, vector<int>(s1.length()+4, 0));
}

//recurrence
int rec(int i, int j) {
return min(modC(sx[i-1], sy[j-1]) + A[i-1][j-1], min(delC() + A[i-1][j], insC() + A[i][j-1]));
//i-1, j-1 in sx, sy b/c of 0-indexing in string
}

//building array of cost
void form_array() {

//initialising the base needed in dp
//building up the first column, consider taking first string sx and second as null
for(int i = 0; i <= sxL; i++) {
A[i][0] = i*(delC());
}

//building up the first row, consider taking first string null and second as string sy
for(int i = 0; i <= syL; i++) {
A[0][i] = i*(insC());
}

//building up whole array from previously known values
for(int i = 1; i <= sxL; i++) {
for(int j = 1; j <= syL; j++) {

A[i][j] = rec(i, j);
}
}

cost = A[sxL][syL];

}

//finding the alignment
void trace_back(int i, int j) {

while(true) {
if(i == 0 || j == 0) {
break;
}
//A[i][j] will have one of the three above values from which it is derived
//so comapring from each one
if(i >= 0 && j >= 0 && rec(i, j) == modC(sx[i-1], sy[j-1]) + A[i-1][j-1]) {
sa.push_back(sx[i-1]);
sb.push_back(sy[j-1]);
i--, j--;
}

else if((i-1) >= 0 && j >= 0 && rec(i, j) == delC() + A[i-1][j]) {
sa.push_back(sx[i-1]); //0-indexing of string
sb.push_back('-');
i -= 1;
}

else if(i >= 0 && (j-1) >= 0){
sa.push_back('-'); //0-indexing of string
sb.push_back(sy[j-1]);
j -= 1;
}
}

if(i != 0) {
while(i) {
sa.push_back(sx[i-1]);
sb.push_back('-');
i--;
}
}

else {
while(j) {
sa.push_back('-');
sb.push_back(sy[j-1]);
j--;
}
}
}

//returning the alignment
pair<string, string> alignst() {
//reversing the alignments because we have formed the
//alignments from backward(see: trace_back, i, j started from m, n respectively)
reverse(sa.begin(), sa.end());
reverse(sb.begin(), sb.end());
return make_pair(sa, sb);
}


//returning the cost
int kyc() { return cost;}
};

int main() {


//converting sx to sy
string sx, sy;
sx = "GCCCTAGCG";
sy = "GCGCAATG";

//standard input stream
//cin >> sx >> sy;

pair<string, string> st;

Alignment dyn(sx, sy);
dyn.form_array();
dyn.trace_back(sx.length(), sy.length());
st = dyn.alignst();
//Alignments can be different for same strings but cost will be same

cout << "Alignments of the strings\n";
cout << st.first << "\n";
cout << st.second << "\n";
cout << "Cost associated = ";
cout << dyn.kyc() << "\n";

/* Alignments
M - modification, D - deletion, I - insertion for converting string1 to string2

M M MD
string1 - GCCCTAGCG
string2 - GCGCAAT-G

*/

}
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