Created
August 15, 2017 09:14
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class FindZero { | |
private: | |
ifstream fin; | |
ofstream fout; | |
clock_t start; | |
const string userFactorsFile = "user_factors"; | |
const string itemFactorsFile = "item_factors"; | |
const string zeroFile = "zero_list.txt"; | |
map<ll, int> userMap, itemMap; | |
vector<vector<double> > users, items; | |
const int factors = 30; | |
const double threshold = 0.05; | |
public: | |
void run() { | |
clockInit("readFactor"); | |
read(userFactorsFile, users, userMap); | |
read(itemFactorsFile, items, itemMap); | |
printDurating("readFactor"); | |
clockInit("makeZeroFile"); | |
makeZeroFile(); | |
printDurating("makeZeroFile"); | |
} | |
void makeZeroFile() { | |
fout.open(zeroFile); | |
for(auto &i: userMap) { | |
if(i.first % 5000 == 0) { | |
cout << "now : " << i.first << endl; | |
} | |
for(auto&j: itemMap) { | |
double ret = multifly(i.second, j.second); | |
if(ret < threshold) { | |
fout << i.first << " " << j.first << endl; | |
} | |
} | |
} | |
fout.close(); | |
} | |
double multifly(ll userI, ll userJ) { | |
int userIdx = userMap[userI]; | |
int itemIdx = itemMap[userJ]; | |
double ret = 0.0; | |
for(int i=0;i<factors;i++) { | |
ret += users[userIdx][i]*items[itemIdx][i]; | |
} | |
return ret; | |
} | |
double multifly(int userIdx, int itemIdx) { | |
double ret = 0.0; | |
for(int i=0;i<factors;i++) { | |
ret += users[userIdx][i]*items[itemIdx][i]; | |
} | |
return ret; | |
} | |
void read(string filename, vector<vector<double> >& mat, map<ll, int>& mp) { | |
fin.open(filename); | |
while(!fin.eof()) { | |
ll userId; | |
fin >> userId; | |
vector<double> row; | |
for(int i=0;i<factors; i++) { | |
double tmp; | |
fin >> tmp; | |
row.push_back(tmp); | |
} | |
mat.push_back(row); | |
mp[userId] = (int)mat.size()-1; | |
} | |
fin.close(); | |
} | |
void clockInit(string name) { | |
cout << "[" << name << "] :: Start" << endl; | |
start = clock(); | |
} | |
void printDurating(string name) { | |
cout << "["<<name << "] :: End / duration : " << (clock() - start ) / (double) CLOCKS_PER_SEC << endl; | |
} | |
}; |
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