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
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
|
#include "lm/search_trie.hh"
#include "lm/lm_exception.hh"
#include "lm/read_arpa.hh"
#include "lm/trie.hh"
#include "lm/vocab.hh"
#include "lm/weights.hh"
#include "lm/word_index.hh"
#include "util/ersatz_progress.hh"
#include "util/file_piece.hh"
#include "util/scoped.hh"
#include <algorithm>
#include <cstring>
#include <cstdio>
#include <deque>
#include <iostream>
#include <limits>
//#include <parallel/algorithm>
#include <vector>
#include <sys/mman.h>
#include <sys/types.h>
#include <sys/stat.h>
#include <fcntl.h>
#include <stdlib.h>
namespace lm {
namespace ngram {
namespace trie {
namespace {
template <unsigned char Order> class FullEntry {
public:
typedef ProbBackoff Weights;
static const unsigned char kOrder = Order;
// reverse order
WordIndex words[Order];
Weights weights;
bool operator<(const FullEntry<Order> &other) const {
for (const WordIndex *i = words, *j = other.words; i != words + Order; ++i, ++j) {
if (*i < *j) return true;
if (*i > *j) return false;
}
return false;
}
};
template <unsigned char Order> class ProbEntry {
public:
typedef Prob Weights;
static const unsigned char kOrder = Order;
// reverse order
WordIndex words[Order];
Weights weights;
bool operator<(const ProbEntry<Order> &other) const {
for (const WordIndex *i = words, *j = other.words; i != words + Order; ++i, ++j) {
if (*i < *j) return true;
if (*i > *j) return false;
}
return false;
}
};
void WriteOrThrow(FILE *to, const void *data, size_t size) {
if (1 != std::fwrite(data, size, 1, to)) UTIL_THROW(util::ErrnoException, "Short write; requested size " << size);
}
void ReadOrThrow(FILE *from, void *data, size_t size) {
if (1 != std::fread(data, size, 1, from)) UTIL_THROW(util::ErrnoException, "Short read; requested size " << size);
}
void CopyOrThrow(FILE *from, FILE *to, size_t size) {
const size_t kBufSize = 512;
char buf[kBufSize];
for (size_t i = 0; i < size; i += kBufSize) {
std::size_t amount = std::min(size - i, kBufSize);
ReadOrThrow(from, buf, amount);
WriteOrThrow(to, buf, amount);
}
}
template <class Entry> std::string DiskFlush(const Entry *begin, const Entry *end, const std::string &file_prefix, std::size_t batch) {
std::stringstream assembled;
assembled << file_prefix << static_cast<unsigned int>(Entry::kOrder) << '_' << batch;
std::string ret(assembled.str());
util::scoped_FILE out(fopen(ret.c_str(), "w"));
if (!out.get()) UTIL_THROW(util::ErrnoException, "Couldn't open " << assembled.str().c_str() << " for writing");
for (const Entry *group_begin = begin; group_begin != end;) {
const Entry *group_end = group_begin;
for (++group_end; (group_end != end) && !memcmp(group_begin->words, group_end->words, sizeof(WordIndex) * (Entry::kOrder - 1)); ++group_end) {}
WriteOrThrow(out.get(), group_begin->words, sizeof(WordIndex) * (Entry::kOrder - 1));
WordIndex group_size = group_end - group_begin;
WriteOrThrow(out.get(), &group_size, sizeof(group_size));
for (const Entry *i = group_begin; i != group_end; ++i) {
WriteOrThrow(out.get(), &i->words[Entry::kOrder - 1], sizeof(WordIndex));
WriteOrThrow(out.get(), &i->weights, sizeof(typename Entry::Weights));
}
group_begin = group_end;
}
return ret;
}
class SortedFileReader {
public:
SortedFileReader() {}
void Init(const std::string &name, unsigned char order) {
file_.reset(fopen(name.c_str(), "r"));
if (!file_.get()) UTIL_THROW(util::ErrnoException, "Opening " << name << " for read");
header_.resize(order - 1);
NextHeader();
}
// Preceding words.
const WordIndex *Header() const {
return &*header_.begin();
}
const std::vector<WordIndex> &HeaderVector() const { return header_;}
std::size_t HeaderBytes() const { return header_.size() * sizeof(WordIndex); }
void NextHeader() {
if (1 != fread(&*header_.begin(), HeaderBytes(), 1, file_.get()) && !Ended()) {
UTIL_THROW(util::ErrnoException, "Short read of counts");
}
}
void ReadCount(WordIndex &to) {
ReadOrThrow(file_.get(), &to, sizeof(WordIndex));
}
void ReadWord(WordIndex &to) {
ReadOrThrow(file_.get(), &to, sizeof(WordIndex));
}
template <class Weights> void ReadWeights(Weights &to) {
ReadOrThrow(file_.get(), &to, sizeof(Weights));
}
bool Ended() {
return feof(file_.get());
}
FILE *File() { return file_.get(); }
private:
util::scoped_FILE file_;
std::vector<WordIndex> header_;
};
void CopyFullRecord(SortedFileReader &from, FILE *to, std::size_t weights_size) {
WriteOrThrow(to, from.Header(), from.HeaderBytes());
WordIndex count;
from.ReadCount(count);
WriteOrThrow(to, &count, sizeof(WordIndex));
CopyOrThrow(from.File(), to, (weights_size + sizeof(WordIndex)) * count);
}
void MergeSortedFiles(const char *first_name, const char *second_name, const char *out, std::size_t weights_size, unsigned char order) {
SortedFileReader first, second;
first.Init(first_name, order);
second.Init(second_name, order);
util::scoped_FILE out_file(fopen(out, "w"));
if (!out_file.get()) UTIL_THROW(util::ErrnoException, "Could not open " << out << " for write");
while (!first.Ended() && !second.Ended()) {
if (first.HeaderVector() < second.HeaderVector()) {
CopyFullRecord(first, out_file.get(), weights_size);
first.NextHeader();
continue;
}
if (first.HeaderVector() > second.HeaderVector()) {
CopyFullRecord(second, out_file.get(), weights_size);
second.NextHeader();
continue;
}
// Merge at the entry level.
WriteOrThrow(out_file.get(), first.Header(), first.HeaderBytes());
WordIndex first_count, second_count;
first.ReadCount(first_count); second.ReadCount(second_count);
WordIndex total_count = first_count + second_count;
WriteOrThrow(out_file.get(), &total_count, sizeof(WordIndex));
WordIndex first_word, second_word;
first.ReadWord(first_word); second.ReadWord(second_word);
WordIndex first_index = 0, second_index = 0;
while (true) {
if (first_word < second_word) {
WriteOrThrow(out_file.get(), &first_word, sizeof(WordIndex));
CopyOrThrow(first.File(), out_file.get(), weights_size);
if (++first_index == first_count) break;
first.ReadWord(first_word);
} else {
WriteOrThrow(out_file.get(), &second_word, sizeof(WordIndex));
CopyOrThrow(second.File(), out_file.get(), weights_size);
if (++second_index == second_count) break;
second.ReadWord(second_word);
}
}
if (first_index == first_count) {
WriteOrThrow(out_file.get(), &second_word, sizeof(WordIndex));
CopyOrThrow(second.File(), out_file.get(), (second_count - second_index) * (weights_size + sizeof(WordIndex)) - sizeof(WordIndex));
} else {
WriteOrThrow(out_file.get(), &first_word, sizeof(WordIndex));
CopyOrThrow(first.File(), out_file.get(), (first_count - first_index) * (weights_size + sizeof(WordIndex)) - sizeof(WordIndex));
}
first.NextHeader();
second.NextHeader();
}
for (SortedFileReader &remaining = first.Ended() ? second : first; !remaining.Ended(); remaining.NextHeader()) {
CopyFullRecord(remaining, out_file.get(), weights_size);
}
}
template <class Entry> void ConvertToSorted(util::FilePiece &f, const SortedVocabulary &vocab, const std::vector<uint64_t> &counts, util::scoped_memory &mem, const std::string &file_prefix) {
ConvertToSorted<FullEntry<Entry::kOrder - 1> >(f, vocab, counts, mem, file_prefix);
ReadNGramHeader(f, Entry::kOrder);
const size_t count = counts[Entry::kOrder - 1];
const size_t batch_size = std::min(count, mem.size() / sizeof(Entry));
Entry *const begin = reinterpret_cast<Entry*>(mem.get());
std::deque<std::string> files;
for (std::size_t batch = 0, done = 0; done < count; ++batch) {
Entry *out = begin;
Entry *out_end = out + std::min(count - done, batch_size);
for (; out != out_end; ++out) {
ReadNGram(f, Entry::kOrder, vocab, out->words, out->weights);
}
//__gnu_parallel::sort(begin, out_end);
std::sort(begin, out_end);
files.push_back(DiskFlush(begin, out_end, file_prefix, batch));
done += out_end - begin;
}
// All individual files created. Merge them.
std::size_t merge_count = 0;
while (files.size() > 1) {
std::stringstream assembled;
assembled << file_prefix << static_cast<unsigned int>(Entry::kOrder) << "_merge_" << (merge_count++);
files.push_back(assembled.str());
MergeSortedFiles(files[0].c_str(), files[1].c_str(), files.back().c_str(), sizeof(typename Entry::Weights), Entry::kOrder);
if (std::remove(files[0].c_str())) UTIL_THROW(util::ErrnoException, "Could not remove " << files[0]);
files.pop_front();
if (std::remove(files[0].c_str())) UTIL_THROW(util::ErrnoException, "Could not remove " << files[0]);
files.pop_front();
}
if (!files.empty()) {
std::stringstream assembled;
assembled << file_prefix << static_cast<unsigned int>(Entry::kOrder) << "_merged";
std::string merged_name(assembled.str());
if (std::rename(files[0].c_str(), merged_name.c_str())) UTIL_THROW(util::ErrnoException, "Could not rename " << files[0].c_str() << " to " << merged_name.c_str());
}
}
template <> void ConvertToSorted<FullEntry<1> >(util::FilePiece &/*f*/, const SortedVocabulary &/*vocab*/, const std::vector<uint64_t> &/*counts*/, util::scoped_memory &/*mem*/, const std::string &/*file_prefix*/) {}
void ARPAToSortedFiles(util::FilePiece &f, const std::vector<uint64_t> &counts, std::size_t buffer, const std::string &file_prefix, SortedVocabulary &vocab) {
{
std::string unigram_name = file_prefix + "unigrams";
util::scoped_fd unigram_file;
util::scoped_mmap unigram_mmap;
unigram_mmap.reset(util::MapZeroedWrite(unigram_name.c_str(), counts[0] * sizeof(ProbBackoff), unigram_file), counts[0] * sizeof(ProbBackoff));
Read1Grams(f, counts[0], vocab, reinterpret_cast<ProbBackoff*>(unigram_mmap.get()));
}
util::scoped_memory mem;
mem.reset(malloc(buffer), buffer, util::scoped_memory::ARRAY_ALLOCATED);
if (!mem.get()) UTIL_THROW(util::ErrnoException, "malloc failed for sort buffer size " << buffer);
ConvertToSorted<ProbEntry<5> >(f, vocab, counts, mem, file_prefix);
ReadEnd(f);
}
struct RecursiveInsertParams {
WordIndex *words;
SortedFileReader *files;
unsigned char max_order;
// This is an array of size order - 2.
BitPackedMiddle *middle;
// This has exactly one entry.
BitPackedLongest *longest;
};
uint64_t RecursiveInsert(RecursiveInsertParams ¶ms, unsigned char order) {
SortedFileReader &file = params.files[order - 2];
const uint64_t ret = (order == params.max_order) ? params.longest->InsertIndex() : params.middle[order - 2].InsertIndex();
if (std::memcmp(params.words, file.Header(), sizeof(WordIndex) * (order - 1)))
return ret;
WordIndex count;
file.ReadCount(count);
WordIndex key;
if (order == params.max_order) {
Prob value;
for (WordIndex i = 0; i < count; ++i) {
file.ReadWord(key);
file.ReadWeights(value);
params.longest->Insert(key, value.prob);
}
file.NextHeader();
return ret;
}
ProbBackoff value;
for (WordIndex i = 0; i < count; ++i) {
file.ReadWord(params.words[order - 1]);
file.ReadWeights(value);
params.middle[order - 2].Insert(
params.words[order - 1],
value.prob,
value.backoff,
RecursiveInsert(params, order + 1));
}
file.NextHeader();
return ret;
}
void BuildTrie(const std::string &file_prefix, const std::vector<uint64_t> &counts, std::ostream *messages, TrieSearch &out) {
UnigramValue *unigrams = out.unigram.Raw();
// Load unigrams. Leave the next pointers uninitialized.
{
std::string name(file_prefix + "unigrams");
util::scoped_FILE file(fopen(name.c_str(), "r"));
if (!file.get()) UTIL_THROW(util::ErrnoException, "Opening " << name << " failed");
for (WordIndex i = 0; i < counts[0]; ++i) {
ReadOrThrow(file.get(), &unigrams[i].weights, sizeof(ProbBackoff));
}
unlink(name.c_str());
}
// inputs[0] is bigrams.
SortedFileReader inputs[counts.size() - 1];
for (unsigned char i = 2; i <= counts.size(); ++i) {
std::stringstream assembled;
assembled << file_prefix << static_cast<unsigned int>(i) << "_merged";
inputs[i-2].Init(assembled.str(), i);
unlink(assembled.str().c_str());
}
// words[0] is unigrams.
WordIndex words[counts.size()];
RecursiveInsertParams params;
params.words = words;
params.files = inputs;
params.max_order = static_cast<unsigned char>(counts.size());
params.middle = &*out.middle.begin();
params.longest = &out.longest;
{
util::ErsatzProgress progress(messages, "Building trie", counts[0]);
for (words[0] = 0; words[0] < counts[0]; ++words[0], ++progress) {
unigrams[words[0]].next = RecursiveInsert(params, 2);
}
}
/* Set ending offsets so the last entry will be sized properly */
if (!out.middle.empty()) {
unigrams[counts[0]].next = out.middle.front().InsertIndex();
for (size_t i = 0; i < out.middle.size() - 1; ++i) {
out.middle[i].FinishedLoading(out.middle[i+1].InsertIndex());
}
out.middle.back().FinishedLoading(out.longest.InsertIndex());
} else {
unigrams[counts[0]].next = out.longest.InsertIndex();
}
}
} // namespace
void TrieSearch::InitializeFromARPA(const char *file, util::FilePiece &f, const std::vector<uint64_t> &counts, const Config &config, SortedVocabulary &vocab) {
std::string temporary_directory;
if (config.temporary_directory_prefix) {
temporary_directory = config.temporary_directory_prefix;
} else if (config.write_mmap) {
temporary_directory = config.write_mmap;
} else {
temporary_directory = file;
}
// Null on end is kludge to ensure null termination.
temporary_directory += "-tmp-XXXXXX\0";
if (!mkdtemp(&temporary_directory[0])) {
UTIL_THROW(util::ErrnoException, "Failed to make a temporary directory based on the name " << temporary_directory.c_str());
}
// Chop off null kludge.
temporary_directory.resize(strlen(temporary_directory.c_str()));
// Add directory delimiter. Assumes a real operating system.
temporary_directory += '/';
ARPAToSortedFiles(f, counts, config.building_memory, temporary_directory.c_str(), vocab);
BuildTrie(temporary_directory.c_str(), counts, config.messages, *this);
if (rmdir(temporary_directory.c_str())) {
std::cerr << "Failed to delete " << temporary_directory << std::endl;
}
}
} // namespace trie
} // namespace ngram
} // namespace lm
|