mosesdecoder/moses/TranslationModel/UG/try-align.cc
2015-08-09 20:51:21 +01:00

517 lines
14 KiB
C++

#include "mm/ug_bitext.h"
#include <boost/format.hpp>
using namespace std;
using namespace Moses;
using namespace ugdiss;
using namespace sapt;
typedef L2R_Token<SimpleWordId> Token;
typedef mmTtrack<Token> ttrack_t;
typedef mmTSA<Token> tsa_t;
TokenIndex V1,V2;
boost::shared_ptr<ttrack_t> T1,T2;
tsa_t I1,I2;
float lbop_level = .05;
#define smooth 1
namespace stats
{
using namespace Moses;
using namespace sapt;
float
pmi(size_t j,size_t m1, size_t m2, size_t N)
{
#if smooth
float p1 = lbop(N,m1,lbop_level);
float p2 = lbop(N,m2,lbop_level);
float p12 = lbop(N,j,lbop_level);
return log(p12) - log(p1) - log(p2);
#else
return log(j) + log(N) - log(m1) - log(m2);
#endif
}
float
npmi(size_t j,size_t m1, size_t m2, size_t N)
{
#if smooth
float p1 = lbop(N,m1,lbop_level);
float p2 = lbop(N,m2,lbop_level);
float p12 = lbop(N,j,lbop_level);
return (log(p12) - log(p1) - log(p2)) / -log(p12);
#else
return pmi(j,m1,m2,N) / (log(N) - log(j));
#endif
}
float
mi(size_t j,size_t m1, size_t m2, size_t N)
{
float ret = 0;
if (j) ret += float(j)/N * pmi(j,m1,m2,N);
if (m1>j) ret += float(m1-j)/N * pmi(m1-j,m1,N-m2,N);
if (m2>j) ret += float(m2-j)/N * pmi(m2-j,N-m1,m2,N);
if (N>m1+m2-j) ret += float(N-m1-m2+j)/N * pmi(N-m1-m2+j,N-m1,N-m2,N);
return ret;
}
}
struct SinglePhrase
{
typedef map<uint64_t,SPTR<SinglePhrase> > cache_t;
uint64_t pid; // phrase id
vector<ttrack::Position> occs; // occurrences
};
struct PPair
{
struct score_t;
uint64_t p1,p2;
ushort s1,e1,s2,e2;
int parent;
struct stats_t
{
typedef map<pair<uint64_t,uint64_t>, SPTR<stats_t> > cache_t;
size_t m1,m2,j;
float npmi; // normalized point-wise mutual information
float pmi; // point-wise mutual information
float mi; // mutual information
float score;
void
set(vector<ttrack::Position> const& o1,
vector<ttrack::Position> const& o2,
size_t const N)
{
m1 = m2 = j = 0;
size_t i1=0,i2=0;
while (i1 < o1.size() && i2 < o2.size())
{
if (i1 && o1[i1].sid == o1[i1-1].sid) { ++i1; continue; }
if (i2 && o2[i2].sid == o2[i2-1].sid) { ++i2; continue; }
if (o1[i1].sid == o2[i2].sid) { ++j; ++i1; ++i2; ++m1; ++m2; }
else if (o1[i1].sid < o2[i2].sid) { ++i1; ++m1; }
else { ++i2; ++m2; }
}
// for (++i1; i1 < o1.size(); ++i1)
// if (o1[i1-1].sid != o1[i1].sid) ++m1;
// for (++i2; i2 < o2.size(); ++i2)
// if (o2[i2-1].sid != o2[i2].sid) ++m2;
m1 = 1; m2 = 1;
for (i1=1; i1 < o1.size(); ++i1)
if (o1[i1-1].sid != o1[i1].sid) ++m1;
for (i2=1; i2 < o2.size(); ++i2)
if (o2[i2-1].sid != o2[i2].sid) ++m2;
this->mi = stats::mi(j,m1,m2,N);
this->pmi = stats::pmi(j,m1,m2,N);
this->npmi = stats::npmi(j,m1,m2,N);
// float z = float(m1)/N * float(m2)/N;
// float hmean = 2.*j/(m1+m2);
this->score = npmi; // npmi; // hmean; // /sqrt(z);
}
} stats;
PPair(ushort s1_=0, ushort e1_=0, ushort s2_=0, ushort e2_=0)
: s1(s1_), e1(e1_), s2(s2_), e2(e2_), parent(-1) { }
bool
operator<(PPair const& other) const
{
return (this->stats.score == other.stats.score
? (e1-s1 + e2-s2 > other.e1-other.s1 + other.e2-other.s2)
: (this->stats.score > other.stats.score));
}
size_t len1() const { return e1 - s1; }
size_t len2() const { return e2 - s2; }
bool includes(PPair const& o) const
{
return s1 <= o.s1 && e1 >= o.e1 && s2 <= o.s2 && e2 >= o.e2;
}
};
SinglePhrase::cache_t cache1,cache2;
PPair::stats_t::cache_t ppcache;
struct SortByPositionInCorpus
{
bool
operator()(ttrack::Position const& a,
ttrack::Position const& b) const
{
return a.sid != b.sid ? a.sid < b.sid : a.offset < b.offset;
}
};
void
getoccs(tsa_t::tree_iterator const& m,
vector<ttrack::Position>& occs)
{
occs.clear();
occs.reserve(m.approxOccurrenceCount()+10);
tsa::ArrayEntry I(m.lower_bound(-1));
char const* stop = m.upper_bound(-1);
do {
m.root->readEntry(I.next,I);
occs.push_back(I);
} while (I.next != stop);
sort(occs.begin(),occs.end(),SortByPositionInCorpus());
}
void
lookup_phrases(vector<id_type> const& snt,
TokenIndex& V, ttrack_t const& T,
tsa_t const& I, SinglePhrase::cache_t& cache,
vector<vector<SPTR<SinglePhrase> > >& dest)
{
dest.resize(snt.size());
for (size_t i = 0; i < snt.size(); ++i)
{
tsa_t::tree_iterator m(&I);
dest[i].clear();
for (size_t k = i; k < snt.size() && m.extend(snt[k]); ++k)
{
if (m.approxOccurrenceCount() < 3) break;
// if (k - i > 0) break;
SPTR<SinglePhrase>& o = cache[m.getPid()];
if (!o)
{
o.reset(new SinglePhrase());
o->pid = m.getPid();
getoccs(m,o->occs);
}
dest[i].push_back(o);
}
}
}
struct
RowIndexSorter
{
vector<vector<float> > const& M;
size_t const my_col;
RowIndexSorter(vector<vector<float> > const& m, size_t const c)
: M(m), my_col(c) { }
template<typename T>
bool
operator()(T const& a, T const& b) const
{
return M.at(a).at(my_col) > M.at(b).at(my_col);
}
};
struct
ColIndexSorter
{
vector<vector<float> > const& M;
size_t const my_row;
ColIndexSorter(vector<vector<float> > const& m, size_t const r)
: M(m), my_row(r) { }
template<typename T>
bool
operator()(T const& a, T const& b) const
{
return M.at(my_row).at(a) > M[my_row].at(b);
}
};
int main(int argc, char* argv[])
{
string base = argv[1];
string L1 = argv[2];
string L2 = argv[3];
T1.reset(new ttrack_t());
T2.reset(new ttrack_t());
V1.open(base + L1 + ".tdx");
T1->open(base + L1 + ".mct");
I1.open(base + L1 + ".sfa", T1);
V2.open(base + L2 + ".tdx");
T2->open(base + L2 + ".mct");
I2.open(base + L2 + ".sfa", T2);
tsa_t::tree_iterator m1(&I1);
tsa_t::tree_iterator m2(&I1);
string line1, line2;
while (getline(cin,line1) and getline(cin,line2))
{
cout << "\n" << line1 << "\n" << line2 << endl;
vector<vector<SPTR<SinglePhrase> > > M1,M2;
vector<id_type> snt1,snt2;
V1.fillIdSeq(line1,snt1);
V2.fillIdSeq(line2,snt2);
lookup_phrases(snt1,V1,*T1,I1,cache1,M1);
lookup_phrases(snt2,V2,*T2,I2,cache2,M2);
vector<PPair> pp_all, pp_good;
vector<int> a1(snt1.size(),-1);
vector<int> a2(snt2.size(),-1);
vector<vector<int> > z1(snt1.size(),vector<int>(snt1.size(),-1));
vector<vector<int> > z2(snt2.size(),vector<int>(snt2.size(),-1));
vector<vector<vector<PPair> > >ppm1(M1.size()),ppm2(M2.size());
vector<vector<float> > M(snt1.size(), vector<float>(snt2.size(),0));
vector<vector<size_t> > best1(snt1.size()), best2(snt2.size());
for (size_t i1 = 0; i1 < M1.size(); ++i1)
{
PPair pp;
pp.s1 = i1;
ppm1[i1].resize(M1[i1].size());
for (size_t i2 = 0; i2 < M2.size(); ++i2)
{
pp.s2 = i2;
pp.stats.j = 1;
ppm2[i2].resize(M2[i2].size());
for (size_t k1 = 0; k1 < M1[i1].size(); ++k1)
{
pp.e1 = i1 + k1 + 1;
// if (pp.stats.j == 0) break;
for (size_t k2 = 0; k2 < M2[i2].size(); ++k2)
{
pp.e2 = i2 + k2 + 1;
SPTR<PPair::stats_t> & s
= ppcache[make_pair(M1[i1][k1]->pid,M2[i2][k2]->pid)];
if (!s)
{
s.reset(new PPair::stats_t());
s->set(M1[i1][k1]->occs,M2[i2][k2]->occs,T1->size());
}
pp.stats = *s;
if (pp.stats.j == 0) break;
// ppm1[i1][k1].push_back(pp);
// ppm2[i2][k2].push_back(pp);
size_t J = pp.stats.j * 100;
if (pp.stats.score > 0
&& J >= pp.stats.m1
&& J > pp.stats.m2)
{ pp_all.push_back(pp); }
}
}
}
}
sort(pp_all.begin(),pp_all.end());
#if 0
BOOST_FOREACH(PPair const& pp,pp_all)
{
if (pp.stats.npmi < 0) continue;
for (size_t r = pp.s1; r < pp.e1; ++r)
for (size_t c = pp.s2; c < pp.e2; ++c)
{
// M[r][c] += log(1-pp.stats.npmi);
M[r][c] += log(1-pp.stats.mi);
}
}
for (size_t r = 0; r < M.size(); ++r)
for (size_t c = 0; c < M[r].size(); ++c)
M[r][c] = 1.-exp(M[r][c]);
for (size_t r = 0; r < best1.size(); ++r)
{
best1[r].resize(snt2.size());
for (size_t c = 0; c < best1[r].size(); ++c)
best1[r][c] = c;
sort(best1[r].begin(),best1[r].end(),ColIndexSorter(M,r));
}
for (size_t c = 0; c < best2.size(); ++c)
{
best2[c].resize(snt1.size());
for (size_t r = 0; r < best2[c].size(); ++r)
best2[c][r] = r;
sort(best2[c].begin(),best2[c].end(),RowIndexSorter(M,c));
}
for (size_t r = 0; r < best1.size(); ++r)
{
cout << V1[snt1[r]] << ":";
for (size_t i = 0; i < min(3UL,M[r].size()); ++i)
{
size_t k = best1[r][i];
// if (M[r][k] >= M[best2[k][min(2UL,M.size())]][k])
cout << " " << k << ":" << V2[snt2[k]] << " " << M[r][k];
}
cout << endl;
}
#endif
#if 0
for (size_t k = 1; k < pp_all.size(); ++k)
for (size_t i = k; i--;)
if (pp_all[i].s1 >= pp_all[k].s1 &&
pp_all[i].e1 <= pp_all[k].e1 &&
pp_all[i].s2 >= pp_all[k].s2 &&
pp_all[i].e2 <= pp_all[k].e2)
pp_all[i].stats.score += pp_all[k].stats.score;
sort(pp_all.begin(),pp_all.end());
#endif
#if 1
vector<int> assoc1(snt1.size(),-1), assoc2(snt2.size(),-1);
for (size_t p = 0; p < pp_all.size(); ++p)
{
PPair const& x = pp_all[p];
// if (x.stats.npmi < .7) break;
// if (z1[x.s1][x.e1-1] >= 0 || z2[x.s2][x.e2-1] >=0)
// continue;
for (size_t i = x.s1; i < x.e1; ++i)
{
if (assoc1[i] < 0)
assoc1[i] = p;
else
{
// PPair& y = pp_all[assoc1[i]];
// if (y.includes(x))
// assoc1[i] = p;
}
}
for (size_t i = x.s2; i < x.e2; ++i)
{
if (assoc2[i] < 0)
assoc2[i] = p;
else
{
// PPair& y = pp_all[assoc2[i]];
// if (y.includes(x))
// assoc2[i] = p;
}
}
z1[x.s1][x.e1-1] = p;
z2[x.s2][x.e2-1] = p;
continue;
cout << (boost::format("%.4f %.8f %.4f")
% x.stats.score
% x.stats.mi
% x.stats.npmi);
for (size_t z = x.s1; z < x.e1; ++z)
cout << " " << V1[snt1[z]];
cout << " :::";
for (size_t z = x.s2; z < x.e2; ++z)
cout << " " << V2[snt2[z]];
cout << " ["
<< x.stats.m1 << "/" << x.stats.j << "/" << x.stats.m2
<< "]" << endl;
}
vector<bool> done(pp_all.size(),false);
for (size_t i = 0; i < snt1.size(); ++i)
{
if (assoc1[i] < 0 || done[assoc1[i]])
continue;
// for (size_t k = 0; k < snt2.size(); ++k)
// if (assoc1[i] == assoc2[k])
{
done[assoc1[i]] = true;
PPair& p = pp_all[assoc1[i]];
for (size_t j = p.s1; j < p.e1; ++j)
cout << j << ":" << V1[snt1[j]] << " ";
cout << " ::: ";
for (size_t j = p.s2; j < p.e2; ++j)
cout << j << ":" << V2[snt2[j]] << " ";
cout << "["
<< p.stats.m1 << "/" << p.stats.j << "/" << p.stats.m2
<< "] "<< p.stats.score << endl;
// break;
}
}
cout << endl;
for (size_t i = 0; i < snt2.size(); ++i)
{
if (assoc2[i] < 0 || done[assoc2[i]])
continue;
done[assoc2[i]] = true;
PPair& p = pp_all[assoc2[i]];
for (size_t j = p.s1; j < p.e1; ++j)
cout << j << ":" << V1[snt1[j]] << " ";
cout << " ::: ";
for (size_t j = p.s2; j < p.e2; ++j)
cout << j << ":" << V2[snt2[j]] << " ";
cout << "["
<< p.stats.m1 << "/" << p.stats.j << "/" << p.stats.m2
<< "] "<< p.stats.score << endl;
}
#endif
// sort(pp_all.begin(),pp_all.end());
// BOOST_FOREACH(PPair const& pp, pp_all)
// {
// while (ppm1[pp.s1].size() < pp.e1 - pp.s1)
// ppm1[pp.s1].push_back(vector<PPair>());
// vector<PPair>& v1 = ppm1[pp.s1][pp.e1-pp.s1-1];
// if (v1.size() && v1[0].stats.score > pp.stats.score)
// continue;
// while (ppm2[pp.s2].size() < pp.e2 - pp.s2)
// ppm2[pp.s2].push_back(vector<PPair>());
// vector<PPair>& v2 = ppm2[pp.s2][pp.e2-pp.s2-1];
// if (v2.size() && v2[0].stats.score > pp.stats.score)
// continue;
// v1.push_back(pp);
// v2.push_back(pp);
// }
// BOOST_FOREACH(vector<vector<PPair> >& vv, ppm1)
// {
// BOOST_FOREACH(vector<PPair>& v, vv)
// {
// sort(v.begin(),v.end());
// if (v.size() > 1 && v[0].stats.score == v[1].stats.score)
// v.clear();
// }
// }
// for (size_t i2 = 0; i2 < ppm2.size(); ++i2)
// {
// for (size_t k2 = 0; k2 < ppm2[i2].size(); ++k2)
// {
// vector<PPair>& v2 = ppm2[i2][k2];
// sort(v2.begin(),v2.end());
// if (v2.size() > 1 && v2[0].stats.score == v2[1].stats.score)
// {
// v2.clear();
// continue;
// }
// ushort i1 = v2[0].s1;
// ushort k1 = v2[0].e1 - i1 -1;
// if (ppm1[i1][k1].size() == 0 ||
// ppm1[i1][k1][0].s2 != i2 ||
// ppm1[i1][k1][0].e2 != i2 + k2 + 1)
// { v2.clear(); }
// else pp_good.push_back(ppm2[i2][k2][0]);
// }
// }
// BOOST_FOREACH(PPair const& pp, pp_good)
// {
// cout << pp.stats.mi << " ";
// for (size_t z = pp.s1; z < pp.e1; ++z)
// cout << V1[snt1[z]] << " ";
// cout << " ::: ";
// for (size_t z = pp.s2; z < pp.e2; ++z)
// cout << V2[snt2[z]] << " ";
// cout << pp.stats.m1 << "/" << pp.stats.j << "/" << pp.stats.m2 << endl;
// }
// // cout << string(80,'=') << endl;
// // sort(pp_all.begin(),pp_all.end());
// // BOOST_FOREACH(PPair const& pp, pp_all)
// // {
// // cout << pp.mi << " ";
// // for (size_t z = pp.s1; z < pp.e1; ++z)
// // cout << V1[snt1[z]] << " ";
// // cout << " ::: ";
// // for (size_t z = pp.s2; z < pp.e2; ++z)
// // cout << V2[snt2[z]] << " ";
// // cout << pp.m1 << "/" << pp.j << "/" << pp.m2 << endl;
// // }
}
}