-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathBackoffStrategies.cpp
250 lines (215 loc) · 7.07 KB
/
BackoffStrategies.cpp
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
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
/*
* BackoffStrategies.cpp
*
* Created on: Dec 12, 2016
* Author: onrust
*/
#include "BackoffStrategies.h"
#include "FullBackoffStrategy.h"
#include "LimitedBackoffStrategy.h"
#include "NgramBackoffStrategy.h"
#include "InterpolationStrategy.h"
#include "UniformInterpolationStrategy.h"
#include "MLEInterpolationStrategy.h"
#include "EntropyInterpolationStrategy.h"
#include "CountInterpolationStrategy.h"
#include "RandomInterpolationStrategy.h"
#include "NprefInterpolationStrategy.h"
#include "PerplexityInterpolationStrategy.h"
#include "ValueInterpolationStrategy.h"
namespace SLM {
enum BackoffLevel { NGRAM, LIMITED, FULL };
enum InterpolationFactor { UNIFORM, MLE, ENTROPY, COUNT, RANDOM, NPREF, PERPLEXITY, FAKENGRAM, VALUE };
BackoffStrategies::BackoffStrategies(SLM::ProgramOptions& programOptions, SLM::LanguageModel& lm)
{
backoffStrategies = BackoffStrategiesFactory::fromProgramOptions(programOptions, lm);
}
BackoffStrategies::~BackoffStrategies()
{
// TODO Auto-generated destructor stub
}
void BackoffStrategies::prob(const Pattern& context, const Pattern& focus, bool isOOV)
{
for(BackoffStrategy* bs: backoffStrategies)
{
bs->prob(context, focus, isOOV);
}
}
void BackoffStrategies::addBackoffStrategy(BackoffStrategy* strategy)
{
backoffStrategies.push_back(strategy);
}
void BackoffStrategies::nextFile()
{
for(BackoffStrategy* bs: backoffStrategies)
{
bs->nextFile();
}
}
void BackoffStrategies::nextLine()
{
for(BackoffStrategy* bs: backoffStrategies)
{
bs->nextLine();
}
}
void BackoffStrategies::done()
{
for(BackoffStrategy* bs: backoffStrategies)
{
bs->done();
}
}
std::string toString(InterpolationFactor is)
{
switch (is) {
case SLM::InterpolationFactor::UNIFORM:
return "uni";
case SLM::InterpolationFactor::MLE:
return "mle";
case SLM::InterpolationFactor::ENTROPY:
return "ent";
case SLM::InterpolationFactor::COUNT:
return "count";
case SLM::InterpolationFactor::RANDOM:
return "random";
case SLM::InterpolationFactor::NPREF:
return "npref";
case SLM::InterpolationFactor::PERPLEXITY:
return "ppl";
case SLM::InterpolationFactor::FAKENGRAM:
return "fakengram";
case SLM::InterpolationFactor::VALUE:
return "value";
}
}
std::string toString(BackoffLevel bl)
{
switch (bl) {
case SLM::BackoffLevel::NGRAM:
return "ngram";
case SLM::BackoffLevel::LIMITED:
return "lim";
case SLM::BackoffLevel::FULL:
return "full";
}
}
InterpolationFactor stringToInterpolationStrategy(const std::string& is)
{
if(is == "uni") return SLM::InterpolationFactor::UNIFORM;
if(is == "mle") return SLM::InterpolationFactor::MLE;
if(is == "ent") return SLM::InterpolationFactor::ENTROPY;
if(is == "count") return SLM::InterpolationFactor::COUNT;
if(is == "random") return SLM::InterpolationFactor::RANDOM;
if(is == "npref") return SLM::InterpolationFactor::NPREF;
if(is == "ppl") return SLM::InterpolationFactor::PERPLEXITY;
if(is == "fakengram") return SLM::InterpolationFactor::FAKENGRAM;
if(is == "value") return SLM::InterpolationFactor::VALUE;
return SLM::InterpolationFactor::UNIFORM;
}
BackoffLevel stringToBackoffLevel(const std::string& bl)
{
if(bl == "ngram") return SLM::BackoffLevel::NGRAM;
if(bl == "lim") return SLM::BackoffLevel::LIMITED;
if(bl == "full") return SLM::BackoffLevel::FULL;
return SLM::BackoffLevel::NGRAM;
}
std::vector<BackoffStrategy*> BackoffStrategiesFactory::fromProgramOptions(SLM::ProgramOptions& programOptions, SLM::LanguageModel& lm)
{
std::vector<BackoffStrategy*> backoffStrategies;
for(const std::string token: delimiterTokeniser(programOptions.getBackoffOptions(), '-'))
{
if(token == "ngram" || token == "all")
{
BackoffStrategy* bos = createNgramBackoffStrategy(programOptions, lm);
if(bos) backoffStrategies.push_back(bos);
}
if(startsWith(token, "full"))
{
InterpolationStrategy* is;
if(endsWith(token, "mle"))
{
is = new MLEInterpolationStrategy(lm);
} else if(endsWith(token, "ent"))
{
is = new EntropyInterpolationStrategy(lm);
} else if(endsWith(token, "count"))
{
is = new CountInterpolationStrategy(lm);
} else if(endsWith(token, "random"))
{
is = new RandomInterpolationStrategy();
} else if(endsWith(token, "npref"))
{
is = new NprefInterpolationStrategy(programOptions.getNpref());
} else if(endsWith(token, "ppl"))
{
is = new PerplexityInterpolationStrategy(lm);
} else if(endsWith(token, "value"))
{
is = new ValueInterpolationStrategy(programOptions.getValues());
} else
{
is = new UniformInterpolationStrategy();
}
BackoffStrategy* bos = createFullBackoffStrategy(programOptions, lm, is);
if(bos) backoffStrategies.push_back(bos);
}
if(startsWith(token, "lim"))
{
InterpolationStrategy* is;
if(endsWith(token, "mle"))
{
is = new MLEInterpolationStrategy(lm);
} else if(endsWith(token, "ent"))
{
is = new EntropyInterpolationStrategy(lm);
} else if(endsWith(token, "count"))
{
is = new CountInterpolationStrategy(lm);
} else if(endsWith(token, "random"))
{
is = new RandomInterpolationStrategy();
} else if(endsWith(token, "npref"))
{
is = new NprefInterpolationStrategy(programOptions.getNpref());
} else if(endsWith(token, "ppl"))
{
is = new PerplexityInterpolationStrategy(lm);
} else if(endsWith(token, "value"))
{
is = new ValueInterpolationStrategy(programOptions.getValues());
} else
{
is = new UniformInterpolationStrategy();
}
BackoffStrategy* bos = createLimitedBackoffStrategy(programOptions, lm, is);
if(bos) backoffStrategies.push_back(bos);
}
}
return backoffStrategies;
}
BackoffStrategy* BackoffStrategiesFactory::createNgramBackoffStrategy(SLM::ProgramOptions& programOptions, SLM::LanguageModel& lm)
{
// ngram cache option in program options?
NgramBackoffStrategy* nbs = new NgramBackoffStrategy(lm, programOptions.getTestModelName());
nbs->init(lm, programOptions.getTestModelName());
return nbs;
}
BackoffStrategy* BackoffStrategiesFactory::createLimitedBackoffStrategy(SLM::ProgramOptions& programOptions, SLM::LanguageModel& lm, SLM::InterpolationStrategy* interpolationStrategy)
{
// limited cache option in program options?
LimitedBackoffStrategy* lbs = new LimitedBackoffStrategy(lm, programOptions.getTestModelName(), interpolationStrategy, programOptions.isIgnoreCache());
// lbs->setIgnoreCache(programOptions.isIgnoreCache());
lbs->init(lm, programOptions.getTestModelName());
return lbs;
}
BackoffStrategy* BackoffStrategiesFactory::createFullBackoffStrategy(SLM::ProgramOptions& programOptions, SLM::LanguageModel& lm, SLM::InterpolationStrategy* interpolationStrategy)
{
// full cache option in program options?
FullBackoffStrategy* fbs = new FullBackoffStrategy(lm, programOptions.getTestModelName(), interpolationStrategy);
fbs->setIgnoreCache(programOptions.isIgnoreCache());
fbs->init(lm, programOptions.getTestModelName());
return fbs;
}
} /* namespace SLM */