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
|
#include "lm/vocab.hh"
#include "lm/binary_format.hh"
#include "lm/enumerate_vocab.hh"
#include "lm/lm_exception.hh"
#include "lm/config.hh"
#include "lm/weights.hh"
#include "util/exception.hh"
#include "util/file.hh"
#include "util/joint_sort.hh"
#include "util/murmur_hash.hh"
#include "util/probing_hash_table.hh"
#include <string>
#include <string.h>
namespace lm {
namespace ngram {
namespace detail {
uint64_t HashForVocab(const char *str, std::size_t len) {
// This proved faster than Boost's hash in speed trials: total load time Murmur 67090000, Boost 72210000
// Chose to use 64A instead of native so binary format will be portable across 64 and 32 bit.
return util::MurmurHash64A(str, len, 0);
}
} // namespace detail
namespace {
// Normally static initialization is a bad idea but MurmurHash is pure arithmetic, so this is ok.
const uint64_t kUnknownHash = detail::HashForVocab("<unk>", 5);
// Sadly some LMs have <UNK>.
const uint64_t kUnknownCapHash = detail::HashForVocab("<UNK>", 5);
void ReadWords(int fd, EnumerateVocab *enumerate, WordIndex expected_count) {
// Check that we're at the right place by reading <unk> which is always first.
char check_unk[6];
util::ReadOrThrow(fd, check_unk, 6);
UTIL_THROW_IF(
memcmp(check_unk, "<unk>", 6),
FormatLoadException,
"Vocabulary words are in the wrong place. This could be because the binary file was built with stale gcc and old kenlm. Stale gcc, including the gcc distributed with RedHat and OS X, has a bug that ignores pragma pack for template-dependent types. New kenlm works around this, so you'll save memory but have to rebuild any binary files using the probing data structure.");
if (!enumerate) return;
enumerate->Add(0, "<unk>");
// Read all the words after unk.
const std::size_t kInitialRead = 16384;
std::string buf;
buf.reserve(kInitialRead + 100);
buf.resize(kInitialRead);
WordIndex index = 1; // Read <unk> already.
while (true) {
std::size_t got = util::ReadOrEOF(fd, &buf[0], kInitialRead);
if (got == 0) break;
buf.resize(got);
while (buf[buf.size() - 1]) {
char next_char;
util::ReadOrThrow(fd, &next_char, 1);
buf.push_back(next_char);
}
// Ok now we have null terminated strings.
for (const char *i = buf.data(); i != buf.data() + buf.size();) {
std::size_t length = strlen(i);
enumerate->Add(index++, StringPiece(i, length));
i += length + 1 /* null byte */;
}
}
UTIL_THROW_IF(expected_count != index, FormatLoadException, "The binary file has the wrong number of words at the end. This could be caused by a truncated binary file.");
}
} // namespace
WriteWordsWrapper::WriteWordsWrapper(EnumerateVocab *inner) : inner_(inner) {}
WriteWordsWrapper::~WriteWordsWrapper() {}
void WriteWordsWrapper::Add(WordIndex index, const StringPiece &str) {
if (inner_) inner_->Add(index, str);
buffer_.append(str.data(), str.size());
buffer_.push_back(0);
}
void WriteWordsWrapper::Write(int fd) {
util::SeekEnd(fd);
util::WriteOrThrow(fd, buffer_.data(), buffer_.size());
}
SortedVocabulary::SortedVocabulary() : begin_(NULL), end_(NULL), enumerate_(NULL) {}
std::size_t SortedVocabulary::Size(std::size_t entries, const Config &/*config*/) {
// Lead with the number of entries.
return sizeof(uint64_t) + sizeof(uint64_t) * entries;
}
void SortedVocabulary::SetupMemory(void *start, std::size_t allocated, std::size_t entries, const Config &config) {
assert(allocated >= Size(entries, config));
// Leave space for number of entries.
begin_ = reinterpret_cast<uint64_t*>(start) + 1;
end_ = begin_;
saw_unk_ = false;
}
void SortedVocabulary::ConfigureEnumerate(EnumerateVocab *to, std::size_t max_entries) {
enumerate_ = to;
if (enumerate_) {
enumerate_->Add(0, "<unk>");
strings_to_enumerate_.resize(max_entries);
}
}
WordIndex SortedVocabulary::Insert(const StringPiece &str) {
uint64_t hashed = detail::HashForVocab(str);
if (hashed == kUnknownHash || hashed == kUnknownCapHash) {
saw_unk_ = true;
return 0;
}
*end_ = hashed;
if (enumerate_) {
strings_to_enumerate_[end_ - begin_].assign(str.data(), str.size());
}
++end_;
// This is 1 + the offset where it was inserted to make room for unk.
return end_ - begin_;
}
void SortedVocabulary::FinishedLoading(ProbBackoff *reorder_vocab) {
if (enumerate_) {
if (!strings_to_enumerate_.empty()) {
util::PairedIterator<ProbBackoff*, std::string*> values(reorder_vocab + 1, &*strings_to_enumerate_.begin());
util::JointSort(begin_, end_, values);
}
for (WordIndex i = 0; i < static_cast<WordIndex>(end_ - begin_); ++i) {
// <unk> strikes again: +1 here.
enumerate_->Add(i + 1, strings_to_enumerate_[i]);
}
strings_to_enumerate_.clear();
} else {
util::JointSort(begin_, end_, reorder_vocab + 1);
}
SetSpecial(Index("<s>"), Index("</s>"), 0);
// Save size. Excludes UNK.
*(reinterpret_cast<uint64_t*>(begin_) - 1) = end_ - begin_;
// Includes UNK.
bound_ = end_ - begin_ + 1;
}
void SortedVocabulary::LoadedBinary(bool have_words, int fd, EnumerateVocab *to) {
end_ = begin_ + *(reinterpret_cast<const uint64_t*>(begin_) - 1);
SetSpecial(Index("<s>"), Index("</s>"), 0);
bound_ = end_ - begin_ + 1;
if (have_words) ReadWords(fd, to, bound_);
}
namespace {
const unsigned int kProbingVocabularyVersion = 0;
} // namespace
namespace detail {
struct ProbingVocabularyHeader {
// Lowest unused vocab id. This is also the number of words, including <unk>.
unsigned int version;
WordIndex bound;
};
} // namespace detail
ProbingVocabulary::ProbingVocabulary() : enumerate_(NULL) {}
std::size_t ProbingVocabulary::Size(std::size_t entries, const Config &config) {
return ALIGN8(sizeof(detail::ProbingVocabularyHeader)) + Lookup::Size(entries, config.probing_multiplier);
}
void ProbingVocabulary::SetupMemory(void *start, std::size_t allocated, std::size_t /*entries*/, const Config &/*config*/) {
header_ = static_cast<detail::ProbingVocabularyHeader*>(start);
lookup_ = Lookup(static_cast<uint8_t*>(start) + ALIGN8(sizeof(detail::ProbingVocabularyHeader)), allocated);
bound_ = 1;
saw_unk_ = false;
}
void ProbingVocabulary::ConfigureEnumerate(EnumerateVocab *to, std::size_t /*max_entries*/) {
enumerate_ = to;
if (enumerate_) {
enumerate_->Add(0, "<unk>");
}
}
WordIndex ProbingVocabulary::Insert(const StringPiece &str) {
uint64_t hashed = detail::HashForVocab(str);
// Prevent unknown from going into the table.
if (hashed == kUnknownHash || hashed == kUnknownCapHash) {
saw_unk_ = true;
return 0;
} else {
if (enumerate_) enumerate_->Add(bound_, str);
lookup_.Insert(ProbingVocabuaryEntry::Make(hashed, bound_));
return bound_++;
}
}
void ProbingVocabulary::InternalFinishedLoading() {
lookup_.FinishedInserting();
header_->bound = bound_;
header_->version = kProbingVocabularyVersion;
SetSpecial(Index("<s>"), Index("</s>"), 0);
}
void ProbingVocabulary::LoadedBinary(bool have_words, int fd, EnumerateVocab *to) {
UTIL_THROW_IF(header_->version != kProbingVocabularyVersion, FormatLoadException, "The binary file has probing version " << header_->version << " but the code expects version " << kProbingVocabularyVersion << ". Please rerun build_binary using the same version of the code.");
lookup_.LoadedBinary();
bound_ = header_->bound;
SetSpecial(Index("<s>"), Index("</s>"), 0);
if (have_words) ReadWords(fd, to, bound_);
}
void MissingUnknown(const Config &config) throw(SpecialWordMissingException) {
switch(config.unknown_missing) {
case SILENT:
return;
case COMPLAIN:
if (config.messages) *config.messages << "The ARPA file is missing <unk>. Substituting log10 probability " << config.unknown_missing_logprob << "." << std::endl;
break;
case THROW_UP:
UTIL_THROW(SpecialWordMissingException, "The ARPA file is missing <unk> and the model is configured to throw an exception.");
}
}
void MissingSentenceMarker(const Config &config, const char *str) throw(SpecialWordMissingException) {
switch (config.sentence_marker_missing) {
case SILENT:
return;
case COMPLAIN:
if (config.messages) *config.messages << "Missing special word " << str << "; will treat it as <unk>.";
break;
case THROW_UP:
UTIL_THROW(SpecialWordMissingException, "The ARPA file is missing " << str << " and the model is configured to reject these models. Run build_binary -s to disable this check.");
}
}
} // namespace ngram
} // namespace lm
|