deterministic-fst-test.cc
7.02 KB
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
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
// fstext/deterministic-fst-test.cc
// Copyright 2009-2011 Gilles Boulianne
// See ../../COPYING for clarification regarding multiple authors
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED
// WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,
// MERCHANTABLITY OR NON-INFRINGEMENT.
// See the Apache 2 License for the specific language governing permissions and
// limitations under the License.
#include "fstext/deterministic-fst.h"
#include "fstext/fst-test-utils.h"
#include "util/kaldi-io.h"
#include <sys/stat.h>
namespace fst {
bool FileExists(string strFilename) {
struct stat stFileInfo;
bool blnReturn;
int intStat;
// Attempt to get the file attributes
intStat = stat(strFilename.c_str(), &stFileInfo);
if (intStat == 0) {
// We were able to get the file attributes
// so the file obviously exists.
blnReturn = true;
} else {
// We were not able to get the file attributes.
// This may mean that we don't have permission to
// access the folder which contains this file. If you
// need to do that level of checking, lookup the
// return values of stat which will give you
// more details on why stat failed.
blnReturn = false;
}
return blnReturn;
}
// Simplify writing
typedef fst::StdArc StdArc;
typedef fst::StdArc::Label Label;
typedef fst::StdArc::StateId StateId;
typedef fst::StdVectorFst StdVectorFst;
typedef fst::StdArc::Weight Weight;
// something that looks like a language model FST with epsilon backoffs
StdVectorFst* CreateBackoffFst() {
StdVectorFst *fst = new StdVectorFst();
fst->AddState(); // state 0
fst->SetStart(0);
fst->AddArc(0, StdArc(10, 10, 0.0, 1));
fst->AddState(); // state 1
fst->AddArc(1, StdArc(12, 12, 0.0, 4));
fst->AddArc(1, StdArc(0,0, 0.1,2)); // backoff from 1 to 2
fst->AddState(); // state 2
fst->AddArc(2, StdArc(13, 13, 0.2, 4));
fst->AddArc(2, StdArc(0,0, 0.3,3)); // backoff from 2 to 3
fst->AddState(); // state 3
fst->AddArc(3, StdArc(14, 14, 0.4, 4));
fst->AddState(); // state 4
fst->AddArc(4, StdArc(15, 15, 0.5, 5));
fst->AddState(); // state 5
fst->SetFinal(5, 0.6);
return fst;
}
// what the resulting DeterministicOnDemand FST should be like
StdVectorFst* CreateResultFst() {
StdVectorFst *fst = new StdVectorFst();
fst->AddState(); // state 0
fst->SetStart(0);
fst->AddArc(0, StdArc(10, 10, 0.0, 1));
fst->AddState(); // state 1
fst->AddArc(1, StdArc(12, 12, 0.0, 4));
fst->AddArc(1, StdArc(13,13,0.3,4)); // went through 1 backoff
fst->AddArc(1, StdArc(14,14,0.8,4)); // went through 2 backoffs
fst->AddState(); // state 2
fst->AddState(); // state 3
fst->AddState(); // state 4
fst->AddArc(4, StdArc(15, 15, 0.5, 5));
fst->AddState(); // state 5
fst->SetFinal(5, 0.6);
return fst;
}
void DeleteTestFst(StdVectorFst *fst) {
delete fst;
}
// Follow paths from an input fst representing a string
// (poor man's composition)
Weight WalkSinglePath(StdVectorFst *ifst, DeterministicOnDemandFst<StdArc> *dfst) {
StdArc oarc; // = new StdArc();
StateId isrc=ifst->Start();
StateId dsrc=dfst->Start();
Weight totalCost = Weight::One();
while (ifst->Final(isrc) == Weight::Zero()) { // while not final
fst::ArcIterator<StdVectorFst> aiter(*ifst, isrc);
const StdArc &iarc = aiter.Value();
if (dfst->GetArc(dsrc, iarc.olabel, &oarc)) {
Weight cost = Times(iarc.weight, oarc.weight);
// cout << " Matched label "<<iarc.olabel<<" at summed cost "<<cost<<endl;
totalCost = Times(totalCost, cost);
} else {
cout << " Can't match arc ["<<iarc.ilabel<<","<<iarc.olabel<<","<<iarc.weight<<"] from "<<isrc<<endl;
exit(1);
}
isrc = iarc.nextstate;
KALDI_LOG << "Setting dsrc = " << oarc.nextstate;
dsrc = oarc.nextstate;
}
totalCost = Times(totalCost, dfst->Final(dsrc));
cout << " Total cost: " << totalCost << endl;
return totalCost;
}
void TestBackoffAndCache() {
// Build from existing fst
cout << "Test with single generated backoff FST" << endl;
StdVectorFst *nfst = CreateBackoffFst();
StdVectorFst *rfst = CreateResultFst();
// before using, make sure that it is input sorted
ArcSort(nfst, StdILabelCompare());
BackoffDeterministicOnDemandFst<StdArc> dfst1a(*nfst);
CacheDeterministicOnDemandFst<StdArc> dfst1(&dfst1a);
// Compare all arcs in dfst1 with expected result
for (StateIterator<StdVectorFst> riter(*rfst); !riter.Done(); riter.Next()) {
StateId rsrc = riter.Value();
// verify that states have same weight (or final status)
assert(ApproxEqual(rfst->Final(rsrc), dfst1.Final(rsrc)));
for (ArcIterator<StdVectorFst> aiter(*rfst, rsrc); !aiter.Done(); aiter.Next()) {
StdArc rarc = aiter.Value();
StdArc darc;
if (dfst1.GetArc(rsrc, rarc.ilabel, &darc)) {
assert(ApproxEqual(rarc.weight, darc.weight, 0.001));
assert(rarc.ilabel==darc.ilabel);
assert(rarc.olabel==darc.olabel);
assert(rarc.nextstate == darc.nextstate);
cerr << " Got same arc at state "<<rsrc<<": "<<rarc.ilabel<<" "<<darc.ilabel<<endl;
} else {
cerr << "Couldn't find arc "<<rarc.ilabel<<" for state "<<rsrc<<endl;
exit(1);
}
}
}
delete nfst;
delete rfst;
}
void TestCompose() {
cout << "Test with single generated backoff FST" << endl;
StdVectorFst *nfst = CreateBackoffFst();
StdVectorFst *rfst = CreateResultFst();
StdVectorFst composed_fst;
Compose(*rfst, *rfst, &composed_fst);
// before using, make sure that it is input sorted
ArcSort(nfst, StdILabelCompare());
BackoffDeterministicOnDemandFst<StdArc> dfst1a(*nfst);
ComposeDeterministicOnDemandFst<StdArc> dfst1b(&dfst1a, &dfst1a);
CacheDeterministicOnDemandFst<StdArc> dfst1(&dfst1b);
typedef StdArc::StateId StateId;
std::map<StateId, StateId> state_map;
state_map[composed_fst.Start()] = dfst1.Start();
VectorFst<StdArc> path_fst;
ShortestPath(composed_fst, &path_fst);
BackoffDeterministicOnDemandFst<StdArc> dfst2(composed_fst);
Weight w1 = WalkSinglePath(&path_fst, &dfst1),
w2 = WalkSinglePath(&path_fst, &dfst2);
KALDI_ASSERT(ApproxEqual(w1, w2));
delete rfst;
delete nfst;
{ // Mostly checking for compilation errors here.
LmExampleDeterministicOnDemandFst<StdArc> lm_eg(NULL, 2, 3);
KALDI_ASSERT(lm_eg.Start() == 0);
KALDI_ASSERT(lm_eg.Final(0).Value() == 0.5); // I made it this value.
StdArc arc;
bool b = lm_eg.GetArc(0, 100, &arc);
KALDI_ASSERT(b && arc.nextstate == 1 && arc.ilabel == 100 && arc.olabel == 100
&& arc.weight.Value() == 0.25);
}
}
}
int main() {
using namespace fst;
TestBackoffAndCache();
TestCompose();
}