summaryrefslogtreecommitdiff
path: root/model/rankaccu.cpp
blob: f998e93eeabc66da6b3179d8a177470cceb857d6 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
//
// Created by joe on 4/12/15.
//

#include "rankaccu.h"

using namespace std;

const double offset = 1;

void ranksort(int l,int r,vector<int> &rank,const vector<double> &ref1,const vector<double> &ref2)
{
    int i=l,j=r,k;
    double mid1=ref1[rank[(l+r)>>1]],mid2=ref2[rank[(l+r)>>1]];
    while (i<=j)
    {
        while (ref1[rank[i]]>mid1 || (ref1[rank[i]]==mid1 && ref2[rank[i]]>mid2)) ++i;
        while (ref1[rank[j]]<mid1 || (ref1[rank[j]]==mid1 && ref2[rank[j]]<mid2)) --j;
        if (i<=j)
        {
            k=rank[i];
            rank[i]=rank[j];
            rank[j]=k;
            ++i;
            --j;
        }
    }
    if (j>l)
        ranksort(l,j,rank,ref1,ref2);
    if (i<r)
        ranksort(i,r,rank,ref1,ref2);
}

void rankmerge(int l,int r,vector<int> &C,vector<int> &rank,const vector<double> &ref1,const vector<double> &ref2)
{
    if (l==r)
        return;
    int i=l,j=((l+r)>>1)+1;
    rankmerge(i,j-1,C,rank,ref1,ref2);
    rankmerge(j,r,C,rank,ref1,ref2);
    vector<int> stage_r((unsigned long)r-l+1),stage_c((unsigned long)r-l+1);
    int cnt=0;
    int k=0;
    while (i<=((l+r)>>1) && j<=r)
    {
        if (ref1[rank[i]]>ref1[rank[j]] || (ref1[rank[i]]==ref1[rank[j]] && ref2[rank[i]]>ref2[rank[j]])) {
            stage_c[k] = C[i];
            stage_r[k++] = rank[i++];
            ++cnt;
        }
        else{
            stage_c[k] = C[j]+cnt;
            stage_r[k++] = rank[j++];
        }
    }
    while (i<=((l+r)>>1))
    {
        stage_c[k] = C[i];
        stage_r[k++] = rank[i++];
    }
    while (j<=r)
    {
        stage_c[k] = C[j]+cnt;
        stage_r[k++] = rank[j++];
    }
    for (i=l;i<=r;++i)
    {
        C[i]=stage_c[i-l];
        rank[i]=stage_r[i-l];
    }
}

void rank_accu(RidList &D,const vector<double> pred)
{
    unsigned long n = D.getSize();
    vector<int> orig_rank(n),pred_rank(n),C(n);
    vector<double> orig(n);
    int i,j;
    for (i=0;i<D.getSize();++i)
    {
        orig_rank[i]=i;
        pred_rank[i]=i;
        orig[i]=D.getL(i);
    }
    double accu_nDCG=0;
    double accu_AP=0;
    for (j=0; j<D.getSize();j+=D.getqSize())
    {
        i=j+D.getqSize()-1;
        double Y=0,Z=0;
        double AP=0;
        ranksort(j,i,orig_rank,orig,pred);
        ranksort(j,i,pred_rank,pred,orig);
        for (int k = j;k<=i;++k)
        {
            Z += (pow(2,offset+orig[orig_rank[k]]) - 1)/log2(2+k-j);
            Y += (pow(2,offset+orig[pred_rank[k]]) - 1)/log2(2+k-j);
        }
        accu_nDCG+=Y/Z;
        rankmerge(j,i,C,orig_rank,pred,orig);
        for (int k = j+1;k<=i;++k)
            AP += ((double)C[k])/(k-j);
        AP=AP*2/(i-j)-1;
        accu_AP+=AP;
    }
    LOG(INFO)<<"over "<< D.getuSize()<< " queries. "<<"Average nDGC: "<< accu_nDCG/D.getuSize()<< " Average AP: "<<accu_AP/D.getuSize();
}

void rank_CMC(RidList &D,const std::vector<double> pred,CMC & cmc) {
    unsigned long n = D.getSize();
    vector<int> orig_rank(n),pred_rank(n);
    vector<double> orig(n);
    int i,j;
    for (i=0;i<D.getSize();++i)
    {
        orig_rank[i]=i;
        pred_rank[i]=i;
        orig[i]=D.getL(i);
    }
    for (j=0; j<D.getSize();j+=D.getqSize())
    {
        i=j+D.getqSize()-1;
        ranksort(j,i,pred_rank,pred,orig);
        for (int k=j;k<=i;++k)
            if (orig[pred_rank[k]]>0)
            {
                LOG(INFO)<<"qid:"<<D.getQid(j)<<"; pred:"<<pred[k]<<"; rank:"<< k-j;
                cmc.addEntry(k-j);
                break; // account only for the first match;
            }
        j = i+1;
    }
}